2025-06-19 20:07:04,294 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-19 20:07:06,428 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-19 20:07:08,641 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-19 20:07:10,181 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 5 failed
Processing 29 futures instruments... ✓ 10 updated, 0 failed
Processing 50 stock instruments... ✓ 50 updated, 0 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 850,172
Successful downloads: 74
Failed downloads: 5
Date range: 1962-01-02 to 2025-06-19

Summary by Asset Type:
--------------------------------------------------
Crypto: 97 instruments, 2014-09-17 to 2025-06-19
Futures: 29 instruments, 1997-10-29 to 2025-06-19
Stock: 50 instruments, 1962-01-02 to 2025-06-18

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $104669.16
  ETH-USD: $2516.77
  SOL-USD: $145.69
Futures:
  ES=F: $5926.00
  GC=F: $3383.70
  CL=F: $75.01
Stock:
  AAPL: $196.58
  MSFT: $480.24
  TSLA: $322.05
================================================================================

Master data loaded successfully with 850,172 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Regression Analysis with Forward Returns - Module Loaded
================================================================================
Found master dataset with 850,172 rows and 176 symbols
Starting automatic analysis with charts and forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 NEW: Forward Returns Analysis based on historical patterns
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 97 instruments
  futures: 29 instruments
  stock: 50 instruments

Processing 97 crypto instruments...
  Progress: 25/97 crypto instruments processed
  Progress: 50/97 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 50 stock instruments...
  Progress: 25/50 stock instruments processed
  Progress: 50/50 stock instruments processed

Analysis complete: 170/176 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989746 750 d       136.2%   $4.43           🟢 UNDER        -11.1%
2    GT-USD          0.961617 30  d       -98.4%   $15.58          🟡 FAIR          -2.0%
3    TRX-USD         0.946393 1000d        87.2%   $0.273693       🟡 FAIR           1.7%
4    PAXG-USD        0.945894 750 d        34.7%   $3.4K           🟡 FAIR           5.3%
5    XAUT-USD        0.944535 750 d        33.6%   $3.4K           🟡 FAIR           5.3%
6    APT-USD         0.943735 500 d       -84.2%   $0.000131       🔴 OVER          39.7%
7    BTC-USD         0.936020 1000d       103.4%   $104.7K         🟢 UNDER        -11.8%
8    WBT-USD         0.930926 750 d       196.8%   $49.28          🔴 OVER          44.7%
9    WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
10   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
11   TIA-USD         0.895684 30  d       -99.8%   $1.65           🟡 FAIR          -1.3%
12   LEO-USD         0.891319 750 d        74.5%   $8.99           🟢 UNDER        -11.8%
13   BGB-USD         0.889273 1000d       246.4%   $4.26           🟡 FAIR          -7.9%
14   JASMY-USD       0.877702 30  d       -99.2%   $0.012626       🟡 FAIR           1.5%
15   AB-USD          0.856407 30  d    17434481.8%   $0.014427       🟡 FAIR          -7.4%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9897)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43
   +30d (1m): $5.35 ($4.83 - $5.92)
   +60d (2m): $5.74 ($5.18 - $6.36)
   +90d (3m): $6.16 ($5.56 - $6.82)
   90-day outlook: 📈 Bullish Trend (+39.0%)
   Confidence: 99.0% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.61%
Similar historical periods found: 73
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       73       74.0%      1.74%      2.73%      3.86%        1.83%        3.63%     -3.68%     11.03%
 14 days       73       87.7%      6.08%      5.25%      4.43%        4.21%        6.28%     -2.51%     13.38%
 30 days       73       93.2%      9.75%      9.99%      6.06%        8.57%       11.40%     -1.01%     26.17%
 90 days       73      100.0%     29.75%     29.99%      5.85%       28.63%       31.36%     12.96%     45.80%
180 days       73      100.0%     62.42%     60.97%      9.56%       58.74%       63.20%     33.14%     82.46%
365 days       73      100.0%    137.00%    139.93%     17.21%      135.91%      143.94%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.87%
Similar historical periods found: 30
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       76.7%      3.11%      5.16%      5.39%        3.14%        7.17%     -0.40%     15.79%
 14 days       30       86.7%      9.58%      8.87%      5.23%        6.91%       10.82%     -0.16%     18.89%
 30 days       30      100.0%     13.59%     14.53%      4.86%       12.71%       16.34%      0.45%     23.72%
 90 days       30      100.0%     35.28%     32.14%      8.02%       29.14%       35.13%     20.26%     45.80%
180 days       30      100.0%     64.29%     66.57%      7.17%       63.89%       69.24%     56.28%     82.46%
365 days       30      100.0%    156.03%    153.65%      9.90%      149.96%      157.35%    122.01%    161.85%


========================================================================================================================

Chart 2: GT-USD (R² = 0.9616)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.58
   +30d (1m): $11.29 ($10.68 - $11.94)
   +60d (2m): $8.02 ($7.44 - $8.65)
   Confidence: 96.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -27.63%
Similar historical periods found: 150
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      150       47.3%     -0.38%     -0.00%      7.39%       -1.19%        1.19%    -32.32%     25.75%
 14 days      150       56.7%      1.09%      1.30%     10.64%       -0.42%        3.02%    -40.32%     35.05%
 30 days      150       76.0%      7.62%      8.56%     18.02%        5.66%       11.47%    -30.03%     75.94%
 90 days      150       66.0%      9.30%     12.44%     26.06%        8.24%       16.65%    -35.85%     76.00%
180 days      150       60.7%     20.33%     52.28%    176.79%       23.76%       80.80%    -27.57%   1466.65%
365 days      150       80.0%     17.68%     98.55%    248.46%       58.47%      138.64%    -41.26%   1662.58%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.83%
Similar historical periods found: 153
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      153       74.5%      4.51%      5.17%      8.65%        3.78%        6.55%     -7.19%     53.49%
 14 days      153       79.7%      7.74%     10.75%     13.57%        8.59%       12.92%     -9.61%     55.07%
 30 days      153       83.7%     12.03%     14.88%     14.91%       12.50%       17.26%    -10.91%     58.45%
 90 days      153       83.7%     10.41%     32.07%     51.62%       23.83%       40.31%    -16.18%    245.08%
180 days      153       64.7%     24.14%    172.79%    466.22%       98.32%      247.26%    -25.25%   2549.13%
365 days      153       84.3%     25.51%    311.41%    597.41%      215.98%      406.83%    -12.14%   2333.15%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9464)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.273693
   +30d (1m): $0.283317 ($0.224654 - $0.357300)
   +60d (2m): $0.298294 ($0.236519 - $0.376205)
   +90d (3m): $0.314063 ($0.249010 - $0.396111)
   90-day outlook: 📈 Bullish Trend (+14.8%)
   Confidence: 94.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.66%
Similar historical periods found: 271
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       60.1%      1.11%      1.13%      9.25%        0.03%        2.24%    -28.76%     64.61%
 14 days      271       64.6%      2.70%      4.31%     18.18%        2.13%        6.48%    -45.76%    128.77%
 30 days      271       68.3%      9.00%      9.67%     29.58%        6.14%       13.21%    -49.90%    193.84%
 90 days      271       70.1%     11.67%     20.60%     63.51%       13.01%       28.20%    -73.03%    384.49%
180 days      271       72.3%     18.56%     31.71%     72.24%       23.07%       40.35%    -81.07%    461.49%
365 days      271       77.5%     64.80%     75.02%     99.89%       63.07%       86.97%    -61.70%    471.47%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.25%
Similar historical periods found: 328
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      328       54.9%      0.53%     -0.41%     10.15%       -1.52%        0.69%    -50.86%     38.69%
 14 days      328       60.1%      2.08%      1.38%     14.46%       -0.19%        2.95%    -48.11%     92.47%
 30 days      328       61.3%      3.14%      4.52%     23.67%        1.95%        7.09%    -61.23%    115.97%
 90 days      328       69.8%     10.84%     23.34%     78.54%       14.81%       31.87%    -59.37%    452.70%
180 days      328       67.7%     23.84%     26.07%     74.45%       17.99%       34.16%    -80.42%    509.04%
365 days      328       71.6%     73.91%     66.16%     84.64%       56.97%       75.35%    -67.96%    356.11%


========================================================================================================================

Chart 4: PAXG-USD (R² = 0.9459)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.7K)
   +90d (3m): $3.5K ($3.2K - $3.8K)
   90-day outlook: ➡️ Sideways Trend (+2.2%)
   Confidence: 94.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.64%
Similar historical periods found: 641
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      641       53.5%      0.14%      0.14%      2.20%       -0.03%        0.31%     -8.00%      9.54%
 14 days      641       51.5%      0.12%      0.42%      3.15%        0.17%        0.66%     -7.98%     12.23%
 30 days      641       56.6%      0.75%      1.01%      4.19%        0.69%        1.34%     -8.68%     14.61%
 90 days      641       69.3%      3.58%      3.40%      6.54%        2.89%        3.91%    -14.42%     21.16%
180 days      641       70.0%      4.46%      6.08%     10.10%        5.29%        6.86%    -17.54%     32.67%
365 days      641       75.0%      7.90%     11.01%     14.27%        9.90%       12.12%     -9.55%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.59%
Similar historical periods found: 358
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      358       48.9%     -0.08%     -0.00%      2.40%       -0.25%        0.25%     -8.00%      7.06%
 14 days      358       43.0%     -0.47%     -0.12%      3.20%       -0.45%        0.21%     -8.68%     10.83%
 30 days      358       48.9%     -0.06%      0.08%      3.94%       -0.33%        0.49%     -8.68%     16.56%
 90 days      358       54.7%      2.39%      1.85%      7.31%        1.09%        2.61%    -14.42%     20.37%
180 days      358       55.3%      2.23%      2.83%     11.20%        1.67%        4.00%    -17.54%     32.67%
365 days      358       72.9%      7.33%      8.32%     13.28%        6.94%        9.70%    -12.13%     47.99%


========================================================================================================================

Chart 5: XAUT-USD (R² = 0.9445)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.6K)
   +90d (3m): $3.4K ($3.2K - $3.7K)
   90-day outlook: ➡️ Sideways Trend (+2.0%)
   Confidence: 94.5% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.56%
Similar historical periods found: 610
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      610       52.1%      0.12%      0.05%      2.10%       -0.11%        0.22%    -10.16%      7.22%
 14 days      610       50.8%      0.07%      0.33%      2.96%        0.09%        0.56%     -6.69%      8.99%
 30 days      610       52.8%      0.33%      0.72%      4.11%        0.40%        1.05%     -8.62%     13.28%
 90 days      610       64.3%      2.54%      2.63%      6.60%        2.10%        3.15%    -13.28%     19.71%
180 days      610       68.0%      3.94%      4.54%      9.34%        3.79%        5.28%    -17.38%     23.93%
365 days      610       71.8%      6.77%     10.35%     14.55%        9.20%       11.51%    -10.06%     45.92%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.45%
Similar historical periods found: 293
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      293       52.6%      0.11%      0.18%      2.22%       -0.07%        0.44%     -6.28%      7.22%
 14 days      293       43.3%     -0.32%      0.09%      3.03%       -0.25%        0.44%     -6.96%      8.99%
 30 days      293       45.1%     -0.43%      0.00%      3.93%       -0.45%        0.46%     -8.62%     12.68%
 90 days      293       46.4%     -1.49%      1.12%      7.06%        0.31%        1.93%    -13.28%     18.73%
180 days      293       47.8%     -1.25%      0.60%     10.17%       -0.56%        1.77%    -17.38%     21.10%
365 days      293       67.9%      7.64%      9.47%     14.99%        7.74%       11.19%    -11.51%     46.32%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9437)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.30%
Similar historical periods found: 89
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       89       24.7%     -2.70%     -0.80%     24.44%       -5.95%        4.35%    -43.76%    155.38%
 14 days       89       29.2%     -3.58%     -2.69%     29.46%       -8.89%        3.52%    -47.81%    152.14%
 30 days       89       16.9%    -11.29%    -11.00%     29.53%      -17.22%       -4.78%    -52.86%    117.09%
 90 days       89       34.8%    -26.19%     60.27%    313.31%       -5.73%      126.26%    -83.25%   2123.65%
180 days       89       15.7%    -75.50%     30.50%    261.97%      -24.68%       85.69%    -91.98%    781.88%
365 days       89       48.3%     -4.77%     -2.09%     90.19%      -21.09%       16.91%    -98.04%    216.83%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.01%
Similar historical periods found: 35
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       22.9%     -2.56%     -9.33%     17.66%      -15.40%       -3.27%    -66.34%     13.64%
 14 days       35       11.4%    -10.67%    -15.75%     37.00%      -28.46%       -3.04%    -78.25%    143.33%
 30 days       35       34.3%    -12.36%     -2.54%     73.22%      -27.69%       22.61%    -81.58%    176.87%
 90 days       35       42.9%    -28.57%    496.69%    733.34%      244.78%      748.60%    -87.00%   2451.57%
180 days       35       48.6%    -19.49%    164.56%    252.21%       77.92%      251.19%    -85.77%    502.72%
365 days       35       42.9%    -18.45%     37.19%     93.03%        5.23%       69.14%    -88.00%    163.27%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9360)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.7K
   +30d (1m): $125.8K ($94.3K - $168.0K)
   +60d (2m): $133.4K ($100.0K - $178.1K)
   +90d (3m): $141.4K ($106.0K - $188.8K)
   90-day outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.99%
Similar historical periods found: 395
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      395       53.9%      0.67%      1.13%      9.06%        0.23%        2.02%    -45.25%     31.74%
 14 days      395       55.4%      1.15%      2.75%     13.92%        1.38%        4.13%    -40.29%     42.87%
 30 days      395       55.4%      2.38%      5.17%     24.21%        2.77%        7.57%    -60.32%     72.54%
 90 days      395       54.9%      3.64%     15.86%     59.52%        9.97%       21.74%    -62.14%    386.99%
180 days      395       67.3%     36.53%     50.90%     91.03%       41.90%       59.91%    -62.12%    424.88%
365 days      395       79.2%    106.10%    134.97%    205.73%      114.62%      155.32%    -76.74%   1623.65%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.54%
Similar historical periods found: 425
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      425       57.9%      0.86%      1.86%      8.41%        1.06%        2.66%    -45.25%     35.85%
 14 days      425       64.0%      3.13%      3.96%     12.67%        2.75%        5.17%    -43.46%     42.44%
 30 days      425       64.2%      8.26%      9.48%     21.93%        7.39%       11.57%    -49.09%     92.21%
 90 days      425       80.9%     22.69%     36.00%     55.63%       30.70%       41.31%    -34.77%    420.08%
180 days      425       86.8%     56.66%    105.95%    120.91%       94.42%      117.47%    -60.67%    457.43%
365 days      425       86.8%    174.55%    351.93%    468.83%      307.23%      396.63%    -73.12%   2384.04%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9309)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $49.28
   +30d (1m): $37.24 ($26.35 - $52.65)
   +60d (2m): $40.73 ($28.81 - $57.58)
   +90d (3m): $44.54 ($31.50 - $62.97)
   90-day outlook: 📉 Bearish Trend (-9.6%)
   Confidence: 93.1% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
WBT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 72.70%
Similar historical periods found: 9
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       44.4%     -0.09%      0.34%      2.09%       -1.26%        1.95%     -2.48%      3.40%
 14 days        9       33.3%     -1.36%     -1.20%      1.73%       -2.53%        0.13%     -3.73%      1.51%
 30 days        9       33.3%     -1.29%     -1.17%      1.70%       -2.48%        0.14%     -3.65%      1.67%
 90 days        9       77.8%      0.96%      1.09%      1.24%        0.14%        2.04%     -0.72%      2.57%
180 days        9      100.0%     80.86%     81.19%      2.07%       79.60%       82.78%     77.41%     84.71%
365 days        9      100.0%    188.14%    188.04%      2.96%      185.77%      190.32%    183.33%    193.72%


========================================================================================================================

Chart 9: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
WAL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 16.80%
Similar historical periods found: 19
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -1.49%     29.03%     75.77%       -7.49%       65.55%    -28.98%    306.96%
 14 days       19       52.6%      3.31%     13.33%     39.70%       -5.80%       32.47%    -34.36%    136.13%
 30 days       19       36.8%    -16.27%     14.98%     82.78%      -24.92%       54.88%    -75.54%    277.39%
 90 days       19       10.5%    -49.49%    -48.69%     43.32%      -69.57%      -27.81%    -96.57%     63.87%
180 days       19        0.0%    -75.22%    -73.93%     16.76%      -82.01%      -65.85%    -93.79%    -30.00%
365 days       19        0.0%    -98.60%    -94.92%     10.12%      -99.80%      -90.05%    -99.59%    -62.61%


========================================================================================================================
WAL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 48.47%
Similar historical periods found: 23
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23        8.7%    -10.15%     -9.55%      7.00%      -12.57%       -6.52%    -25.80%      4.28%
 14 days       23        0.0%    -15.99%    -16.65%      7.34%      -19.83%      -13.48%    -35.46%     -2.22%
 30 days       23        0.0%    -34.12%    -33.11%      7.39%      -36.31%      -29.92%    -44.74%    -17.12%
 90 days       23        0.0%    -79.58%    -78.59%      3.61%      -80.15%      -77.03%    -83.58%    -69.06%
180 days       23        0.0%    -90.73%    -90.49%      4.60%      -92.48%      -88.50%    -98.32%    -82.98%
365 days       23        0.0%    -98.89%    -98.94%      0.16%      -99.01%      -98.87%    -99.30%    -98.66%


========================================================================================================================

Chart 10: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241
   +30d (1m): $0.007129 ($0.005557 - $0.009145)
   +60d (2m): $0.006555 ($0.005109 - $0.008411)
   +90d (3m): $0.006028 ($0.004697 - $0.007736)
   90-day outlook: 📉 Bearish Trend (-26.9%)
   Confidence: 91.1% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Similar historical periods found: 37
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       48.6%     -2.00%      4.45%     23.92%       -3.53%       12.42%    -30.23%    100.17%
 14 days       37       51.4%      0.87%     21.36%     54.60%        3.16%       39.57%    -32.14%    209.71%
 30 days       37       43.2%     -4.85%     34.47%     78.69%        8.24%       60.71%    -49.27%    282.74%
 90 days       37       37.8%    -30.26%    260.09%    467.84%      104.10%      416.07%    -72.77%   1103.28%
180 days       37       45.9%    -24.59%    514.02%    800.95%      246.97%      781.07%    -91.11%   2043.51%
365 days       37       40.5%    -87.73%    272.22%    441.63%      124.97%      419.46%    -93.88%    998.40%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Similar historical periods found: 53
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       35.8%     -2.85%      3.55%     30.13%       -4.75%       11.85%    -24.16%    178.55%
 14 days       53       37.7%     -4.55%      2.64%     20.86%       -3.11%        8.39%    -39.04%     92.21%
 30 days       53       37.7%     -4.42%     15.04%    103.41%      -13.46%       43.54%    -61.37%    624.07%
 90 days       53        3.8%    -51.55%     -9.67%    180.03%      -59.29%       39.95%    -70.91%    934.44%
180 days       53        3.8%    -73.95%    -12.98%    258.42%      -84.20%       58.25%    -90.73%   1383.14%
365 days       53        3.8%    -85.69%    -57.79%    115.52%      -89.64%      -25.95%    -92.93%    554.53%


========================================================================================================================

Chart 11: TIA-USD (R² = 0.8957)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.65
   +30d (1m): $1.00 ($0.870305 - $1.16)
   +60d (2m): $0.601902 ($0.496220 - $0.730092)
   Confidence: 89.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -38.31%
Similar historical periods found: 111
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       54.1%      1.33%      4.88%     23.80%        0.40%        9.36%    -46.14%    111.96%
 14 days      111       51.4%      1.46%  41634.83% 371293.36%   -28205.76%   111475.42%    -51.35% 3862617.58%
 30 days      111       43.2%    -11.96%      3.00%     38.24%       -4.19%       10.20%    -58.96%    168.03%
 90 days      111       39.6%    -10.57%     -2.24%     47.77%      -11.23%        6.75%    -65.88%    329.54%
180 days      111       29.7%    -23.04%     43.96%    178.92%       10.31%       77.62%    -71.50%    848.95%
365 days      111       45.0%    -34.78%   2706.21%  10058.76%      814.15%     4598.27%    -73.31%  47432.40%


========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -49.84%
Similar historical periods found: 172
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       51.7%      1.50%      4.35%     26.05%        0.43%        8.27%    -56.37%    190.98%
 14 days      172       51.7%      0.80%      4.19%     28.97%       -0.17%        8.55%    -51.35%    189.51%
 30 days      172       47.7%     -1.56%      3.28%     36.28%       -2.19%        8.74%    -64.99%    193.61%
 90 days      172       51.2%      2.05%     40.48%    152.31%       17.55%       63.40%    -63.92%   1248.82%
180 days      172       53.5%      3.36%     68.50%    161.61%       44.18%       92.83%    -71.67%    688.45%
365 days      172       59.3%     61.61%    273.41%   2970.99%     -173.76%      720.57%    -87.78%  39096.91%


========================================================================================================================

Chart 12: LEO-USD (R² = 0.8913)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.99
   +30d (1m): $10.68 ($8.51 - $13.40)
   +60d (2m): $11.18 ($8.91 - $14.03)
   +90d (3m): $11.70 ($9.32 - $14.69)
   90-day outlook: 📈 Bullish Trend (+30.1%)
   Confidence: 89.1% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.63%
Similar historical periods found: 448
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      448       56.5%      0.50%      1.19%      5.87%        0.65%        1.74%    -17.26%     41.46%
 14 days      448       59.2%      0.85%      3.01%     11.54%        1.94%        4.09%    -25.58%    113.93%
 30 days      448       68.8%      3.42%      6.93%     16.60%        5.39%        8.47%    -26.57%     99.87%
 90 days      448       77.9%     10.39%     18.38%     31.42%       15.47%       21.30%    -38.94%    180.92%
180 days      448       87.3%     20.61%     32.37%     38.36%       28.81%       35.93%    -51.85%    154.09%
365 days      448       86.2%     70.11%     85.03%     73.31%       78.22%       91.83%    -44.72%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.77%
Similar historical periods found: 134
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       52.2%      0.25%      0.60%      5.93%       -0.42%        1.61%    -14.87%     18.98%
 14 days      134       62.7%      1.42%      1.05%      8.10%       -0.33%        2.44%    -19.38%     20.49%
 30 days      134       69.4%      3.54%      1.92%      9.29%        0.33%        3.51%    -19.89%     29.49%
 90 days      134       56.7%      4.29%      0.58%     19.58%       -2.77%        3.92%    -29.23%    119.91%
180 days      134       56.0%      8.98%     10.16%     42.10%        2.96%       17.35%    -38.93%    113.45%
365 days      134       56.7%     45.25%     21.90%     43.76%       14.42%       29.38%    -36.26%    156.97%


========================================================================================================================

Chart 13: BGB-USD (R² = 0.8893)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.26
   +30d (1m): $5.13 ($2.59 - $10.14)
   +60d (2m): $5.68 ($2.87 - $11.23)
   +90d (3m): $6.29 ($3.18 - $12.44)
   90-day outlook: 📈 Bullish Trend (+47.6%)
   Confidence: 88.9% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.27%
Similar historical periods found: 71
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       76.1%      3.42%      3.36%      9.08%        1.21%        5.51%    -30.62%     31.96%
 14 days       71       73.2%      4.72%      4.71%     15.75%        0.98%        8.44%    -35.47%     44.33%
 30 days       71       64.8%      6.64%      7.16%     23.21%        1.67%       12.65%    -34.28%     77.80%
 90 days       71       60.6%     16.30%     26.15%     42.36%       16.13%       36.18%    -19.65%    136.04%
180 days       71       98.6%     23.80%     48.15%     59.97%       33.96%       62.35%     -1.59%    205.64%
365 days       71      100.0%    201.41%    234.25%     91.68%      212.55%      255.95%     94.26%    542.80%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.54%
Similar historical periods found: 95
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       95       65.3%      1.46%      1.34%      9.57%       -0.61%        3.29%    -33.92%     28.96%
 14 days       95       71.6%      1.97%      2.80%     12.53%        0.24%        5.35%    -31.01%     44.44%
 30 days       95       73.7%      6.14%     12.24%     24.16%        7.32%       17.16%    -18.29%    118.64%
 90 days       95       94.7%     26.89%     38.33%     35.93%       31.01%       45.65%     -6.34%    177.46%
180 days       95      100.0%    130.07%    125.22%     54.06%      114.21%      136.23%     13.81%    211.07%
365 days       95      100.0%    144.99%    153.45%     36.73%      145.97%      160.93%    101.71%    226.33%


========================================================================================================================

Chart 14: JASMY-USD (R² = 0.8777)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.012626
   +30d (1m): $0.008388 ($0.007437 - $0.009460)
   +60d (2m): $0.005656 ($0.004807 - $0.006655)
   Confidence: 87.8% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -30.61%
Similar historical periods found: 178
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      178       41.0%     -1.97%     -0.58%     21.45%       -3.75%        2.59%    -69.07%    108.90%
 14 days      178       38.2%     -8.12%     -3.99%     27.68%       -8.09%        0.10%    -87.86%     78.50%
 30 days      178       30.3%    -13.32%      0.35%     60.46%       -8.59%        9.30%    -98.83%    325.63%
 90 days      178       28.7%    -26.03%      6.23%    174.92%      -19.64%       32.11%    -99.43%   1649.70%
180 days      178       41.6%    -23.97%     -3.07%    116.90%      -20.36%       14.22%    -99.03%    532.72%
365 days      178       41.0%    -41.78%    108.67%    278.10%       67.53%      149.80%    -98.99%   1032.25%


========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.70%
Similar historical periods found: 18
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       55.6%      1.64%     -4.32%     16.71%      -12.63%        3.99%    -33.89%     22.01%
 14 days       18       50.0%     -3.53%     14.46%     57.61%      -14.19%       43.11%    -41.91%    185.64%
 30 days       18       38.9%     -7.91%     22.03%     97.72%      -26.56%       70.63%    -62.64%    285.64%
 90 days       18       50.0%     -0.73%     10.86%     90.82%      -34.31%       56.02%    -72.97%    240.25%
180 days       18       33.3%    -26.64%     89.10%    201.14%      -10.93%      189.12%    -86.15%    525.74%
365 days       18       44.4%     -4.46%     98.93%    201.06%       -1.05%      198.92%    -92.90%    474.58%


========================================================================================================================

Chart 15: AB-USD (R² = 0.8564)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.014427
   +30d (1m): $0.042000 ($0.030130 - $0.058546)
   +60d (2m): $0.113253 ($0.072265 - $0.177488)
   Confidence: 85.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis

========================================================================================================================

========================================================================================================================
🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       68.0%  0.780834    454.3%   $3.79             213.0%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          51.2%  0.782107    203.4%   $145.69           104.9%  1000d
4    FARTCOIN-USD     42.4%  0.805152  29545.0%   $1.04              73.5%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    XRP-USD          40.4%  0.722481    724.3%   $2.18              67.7%  365 d
7    VIRTUAL-USD      37.4%  0.718348  83485.2%   $1.69              59.8%  90  d
8    TKX-USD          35.4%  0.739888    481.5%   $26.80             54.7%  365 d
9    BNB-USD          24.2%  0.767262     90.4%   $642.72            31.9%  750 d
10   QNT-USD          15.6%  0.779922   1213.0%   $99.23             18.5%  90  d
11   LEO-USD          11.8%  0.891319     74.5%   $8.99              13.4%  750 d
12   BTC-USD          11.8%  0.936020    103.4%   $104.7K            13.4%  1000d
13   FTN-USD          11.1%  0.989746    136.2%   $4.43              12.5%  750 d

📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 68.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.79
   +30d (1m): $13.67 ($3.33 - $56.04)
   +60d (2m): $15.73 ($3.84 - $64.53)
   +90d (3m): $18.11 ($4.41 - $74.31)
   90-day outlook: 📈 Bullish Trend (+377.4%)
   Confidence: 78.1% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.33%
Similar historical periods found: 117
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      117       48.7%     -0.23%      5.00%     26.40%        0.17%        9.83%    -32.44%    144.96%
 14 days      117       55.6%      2.89%      8.22%     34.89%        1.83%       14.61%    -42.04%    119.68%
 30 days      117       56.4%      7.45%      8.37%     45.05%        0.12%       16.62%    -66.53%    150.37%
 90 days      117       67.5%     36.90%     65.42%    161.66%       35.82%       95.02%    -78.84%   1004.42%
180 days      117       72.6%    158.93%    300.12%    414.14%      224.29%      375.95%    -93.15%   1713.10%
365 days      117       77.8%    447.19%    840.84%    812.48%      692.06%      989.61%    -95.47%   2636.17%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 51.58%
Similar historical periods found: 78
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       48.7%     -0.50%      4.81%     18.28%        0.68%        8.93%    -22.31%     64.49%
 14 days       78       55.1%      3.04%     13.13%     29.28%        6.53%       19.73%    -19.26%    121.92%
 30 days       78       61.5%     10.00%     29.63%     61.03%       15.87%       43.39%    -53.41%    213.88%
 90 days       78       62.8%     25.75%     99.61%    172.26%       60.77%      138.45%    -69.55%    623.51%
180 days       78       88.5%    316.25%    323.99%    283.97%      259.96%      388.01%    -89.17%   1088.12%
365 days       78       82.1%    428.10%    852.45%    997.95%      627.44%     1077.45%    -95.14%   3747.12%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180

Chart 3: SOL-USD (Undervalued by 51.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $145.69
   +30d (1m): $326.97 ($131.45 - $813.29)
   +60d (2m): $358.20 ($143.98 - $891.13)
   +90d (3m): $392.41 ($157.71 - $976.44)
   90-day outlook: 📈 Bullish Trend (+169.3%)
   Confidence: 78.2% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.53%
Similar historical periods found: 211
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      211       44.1%     -1.99%     -0.26%     15.77%       -2.40%        1.88%    -52.70%     88.15%
 14 days      211       44.5%     -1.33%      3.03%     25.18%       -0.39%        6.45%    -59.98%    115.81%
 30 days      211       46.4%     -2.86%      7.34%     47.80%        0.85%       13.83%    -57.71%    220.50%
 90 days      211       54.5%      6.88%    110.66%    224.17%       80.24%      141.09%    -66.77%   1026.10%
180 days      211       59.2%    106.53%    284.39%    509.26%      215.28%      353.50%    -82.93%   2247.42%
365 days      211       62.6%    498.97%   1441.73%   2983.72%     1036.80%     1846.65%    -94.50%  13430.28%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.44%
Similar historical periods found: 52
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       32.7%     -4.69%     -2.82%     12.10%       -6.19%        0.55%    -26.38%     35.46%
 14 days       52       34.6%     -4.52%      2.37%     22.25%       -3.82%        8.57%    -48.96%     77.06%
 30 days       52       46.2%     -8.48%     22.57%     56.21%        6.92%       38.22%    -58.34%    194.16%
 90 days       52       78.8%    154.03%    184.61%    189.73%      131.79%      237.43%    -63.21%    868.22%
180 days       52       88.5%    333.91%    387.79%    290.93%      306.79%      468.78%    -84.19%   1287.42%
365 days       52       84.6%    526.02%    580.71%    982.45%      307.19%      854.22%    -92.64%   6657.84%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 42.4%)
Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005
   +30d (1m): $0.000007 ($0.000001 - $0.000082)
   +60d (2m): $0.000005 ($0.000000 - $0.000061)
   +90d (3m): $0.000004 ($0.000000 - $0.000046)
   90-day outlook: 📉 Bearish Trend (-29.1%)
   Confidence: 83.2% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Similar historical periods found: 159
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      159       39.0%     -6.03%     -3.31%     37.60%       -9.19%        2.58%    -71.15%    349.50%
 14 days      159       27.0%    -12.99%     -6.64%     65.68%      -16.93%        3.65%    -95.29%    630.82%
 30 days      159       14.5%    -37.02%    -19.57%    133.17%      -40.43%        1.29%    -96.67%   1585.53%
 90 days      159       13.8%    -68.16%     13.44%    261.62%      -27.54%       54.42%    -98.67%   1597.28%
180 days      159       32.7%    -84.27%    281.98%    664.13%      177.96%      386.01%    -98.52%   2649.63%
365 days      159        0.0%    -96.91%    -90.98%     16.19%      -93.52%      -88.45%    -99.88%    -29.29%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Similar historical periods found: 415
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      415       33.3%     -6.08%     -2.47%     42.37%       -6.56%        1.62%    -84.98%    349.50%
 14 days      415       25.8%    -11.28%     -7.10%     48.33%      -11.76%       -2.44%    -95.11%    297.50%
 30 days      415       23.1%    -26.42%    -16.28%     49.76%      -21.08%      -11.47%    -96.57%    301.25%
 90 days      415       28.7%    -58.78%    157.27%    486.14%      110.36%      204.18%    -98.47%   2378.19%
180 days      415       45.8%    -12.10%    200.75%    551.30%      147.55%      253.95%    -98.45%   2649.63%
365 days      415        5.5%    -96.51%    -81.10%     30.88%      -84.08%      -78.12%    -99.88%     50.49%


========================================================================================================================

Chart 6: XRP-USD (Undervalued by 40.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $2.18
   +30d (1m): $4.34 ($2.06 - $9.16)
   +60d (2m): $5.16 ($2.44 - $10.91)
   +90d (3m): $6.14 ($2.90 - $13.00)
   90-day outlook: 📈 Bullish Trend (+182.1%)
   Confidence: 72.2% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.67%
Similar historical periods found: 296
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      296       43.2%     -1.13%      0.18%     14.02%       -1.42%        1.79%    -45.13%     74.21%
 14 days      296       44.9%     -1.84%      1.94%     20.67%       -0.43%        4.30%    -38.98%     83.01%
 30 days      296       53.7%      1.69%      6.84%     31.16%        3.28%       10.41%    -47.11%    229.88%
 90 days      296       60.1%      5.10%      7.72%     39.97%        3.15%       12.29%    -60.91%    409.07%
180 days      296       50.7%      0.55%     15.04%     76.66%        6.27%       23.81%    -66.92%    633.02%
365 days      296       58.1%     16.53%     76.63%    148.81%       59.60%       93.65%    -70.91%    633.16%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.55%
Similar historical periods found: 215
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      215       55.8%      0.87%      3.80%     17.82%        1.41%        6.20%    -35.68%    115.04%
 14 days      215       47.4%     -0.59%      5.38%     27.72%        1.65%        9.11%    -33.16%    172.58%
 30 days      215       47.9%     -1.93%     10.75%     46.48%        4.50%       17.00%    -46.25%    320.34%
 90 days      215       56.7%      3.92%      7.74%     44.48%        1.76%       13.72%    -61.78%    305.94%
180 days      215       54.4%      4.75%     23.45%     97.94%       10.28%       36.62%    -67.68%    524.70%
365 days      215       55.8%     23.82%    116.10%    186.72%       91.00%      141.20%    -71.45%    671.94%


========================================================================================================================

Chart 7: VIRTUAL-USD (Undervalued by 37.4%)
Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150

Chart 8: TKX-USD (Undervalued by 35.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $26.80
   +30d (1m): $47.92 ($26.39 - $87.03)
   +60d (2m): $55.38 ($30.47 - $100.68)
   +90d (3m): $64.01 ($35.17 - $116.48)
   90-day outlook: 📈 Bullish Trend (+138.8%)
   Confidence: 74.0% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.44%
Similar historical periods found: 144
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      144       47.9%     -0.62%     -0.36%     16.19%       -3.03%        2.30%    -32.77%     65.47%
 14 days      144       55.6%      2.08%     -0.45%     18.42%       -3.49%        2.58%    -39.02%     49.74%
 30 days      144       53.5%      2.16%      1.04%     24.98%       -3.07%        5.16%    -39.93%     89.41%
 90 days      144       57.6%      6.33%     18.27%     54.75%        9.25%       27.29%    -42.65%    260.25%
180 days      144       47.9%     -2.25%     42.96%     89.16%       28.27%       57.64%    -65.58%    238.49%
365 days      144       50.7%      0.42%     43.42%     88.61%       28.83%       58.02%    -35.87%    524.14%


========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.11%
Similar historical periods found: 123
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       52.8%      0.72%      0.96%      8.51%       -0.56%        2.48%    -32.77%     20.19%
 14 days      123       59.3%      1.15%      1.61%     10.48%       -0.27%        3.48%    -25.68%     37.23%
 30 days      123       61.8%      5.83%      6.61%     14.65%        3.99%        9.23%    -29.53%     58.99%
 90 days      123       66.7%     24.06%     44.32%     66.57%       32.44%       56.21%    -60.58%    227.73%
180 days      123       67.5%    118.14%    100.67%     95.65%       83.59%      117.74%    -38.30%    232.72%
365 days      123       82.1%     62.91%     64.96%     57.34%       54.73%       75.20%    -27.05%    189.09%


========================================================================================================================

Chart 9: BNB-USD (Undervalued by 24.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $642.72
   +30d (1m): $893.58 ($590.49 - $1.4K)
   +60d (2m): $942.16 ($622.50 - $1.4K)
   +90d (3m): $993.37 ($656.24 - $1.5K)
   90-day outlook: 📈 Bullish Trend (+54.6%)
   Confidence: 76.7% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.17%
Similar historical periods found: 240
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      240       53.8%      0.41%      0.48%     10.04%       -0.79%        1.76%    -49.75%     39.23%
 14 days      240       55.4%      1.00%      1.61%     14.25%       -0.20%        3.42%    -47.37%     77.64%
 30 days      240       59.6%      3.42%      5.77%     24.14%        2.70%        8.84%    -49.71%    113.37%
 90 days      240       57.9%      6.22%     51.37%    167.42%       30.08%       72.66%    -53.51%    994.45%
180 days      240       69.6%     27.26%    179.27%    449.38%      122.13%      236.42%    -65.38%   2248.88%
365 days      240       75.8%    112.40%    374.51%    692.34%      286.47%      462.54%    -54.20%   2953.70%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.28%
Similar historical periods found: 84
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       42.9%     -0.47%     -1.66%      8.90%       -3.59%        0.27%    -29.15%     26.25%
 14 days       84       40.5%     -3.07%     -3.31%     15.54%       -6.68%        0.07%    -47.37%     30.36%
 30 days       84       38.1%     -5.90%     -4.73%     18.52%       -8.75%       -0.71%    -46.34%     58.24%
 90 days       84       47.6%     -0.93%     -0.05%     29.96%       -6.55%        6.46%    -36.40%    118.08%
180 days       84       32.1%    -19.92%     10.33%     63.52%       -3.46%       24.11%    -54.72%    210.75%
365 days       84       66.7%     69.59%    229.75%    614.31%       96.43%      363.06%    -40.90%   2908.63%


========================================================================================================================

Chart 10: QNT-USD (Undervalued by 15.6%)
Error plotting QNT-USD: index 179 is out of bounds for axis 0 with size 150

Chart 11: LEO-USD (Undervalued by 11.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.99
   +30d (1m): $10.68 ($8.51 - $13.40)
   +60d (2m): $11.18 ($8.91 - $14.03)
   +90d (3m): $11.70 ($9.32 - $14.69)
   90-day outlook: 📈 Bullish Trend (+30.1%)
   Confidence: 89.1% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.63%
Similar historical periods found: 448
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      448       56.5%      0.50%      1.19%      5.87%        0.65%        1.74%    -17.26%     41.46%
 14 days      448       59.2%      0.85%      3.01%     11.54%        1.94%        4.09%    -25.58%    113.93%
 30 days      448       68.8%      3.42%      6.93%     16.60%        5.39%        8.47%    -26.57%     99.87%
 90 days      448       77.9%     10.39%     18.38%     31.42%       15.47%       21.30%    -38.94%    180.92%
180 days      448       87.3%     20.61%     32.37%     38.36%       28.81%       35.93%    -51.85%    154.09%
365 days      448       86.2%     70.11%     85.03%     73.31%       78.22%       91.83%    -44.72%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.77%
Similar historical periods found: 134
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       52.2%      0.25%      0.60%      5.93%       -0.42%        1.61%    -14.87%     18.98%
 14 days      134       62.7%      1.42%      1.05%      8.10%       -0.33%        2.44%    -19.38%     20.49%
 30 days      134       69.4%      3.54%      1.92%      9.29%        0.33%        3.51%    -19.89%     29.49%
 90 days      134       56.7%      4.29%      0.58%     19.58%       -2.77%        3.92%    -29.23%    119.91%
180 days      134       56.0%      8.98%     10.16%     42.10%        2.96%       17.35%    -38.93%    113.45%
365 days      134       56.7%     45.25%     21.90%     43.76%       14.42%       29.38%    -36.26%    156.97%


========================================================================================================================

Chart 12: BTC-USD (Undervalued by 11.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.7K
   +30d (1m): $125.8K ($94.3K - $168.0K)
   +60d (2m): $133.4K ($100.0K - $178.1K)
   +90d (3m): $141.4K ($106.0K - $188.8K)
   90-day outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.99%
Similar historical periods found: 395
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      395       53.9%      0.67%      1.13%      9.06%        0.23%        2.02%    -45.25%     31.74%
 14 days      395       55.4%      1.15%      2.75%     13.92%        1.38%        4.13%    -40.29%     42.87%
 30 days      395       55.4%      2.38%      5.17%     24.21%        2.77%        7.57%    -60.32%     72.54%
 90 days      395       54.9%      3.64%     15.86%     59.52%        9.97%       21.74%    -62.14%    386.99%
180 days      395       67.3%     36.53%     50.90%     91.03%       41.90%       59.91%    -62.12%    424.88%
365 days      395       79.2%    106.10%    134.97%    205.73%      114.62%      155.32%    -76.74%   1623.65%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.54%
Similar historical periods found: 425
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      425       57.9%      0.86%      1.86%      8.41%        1.06%        2.66%    -45.25%     35.85%
 14 days      425       64.0%      3.13%      3.96%     12.67%        2.75%        5.17%    -43.46%     42.44%
 30 days      425       64.2%      8.26%      9.48%     21.93%        7.39%       11.57%    -49.09%     92.21%
 90 days      425       80.9%     22.69%     36.00%     55.63%       30.70%       41.31%    -34.77%    420.08%
180 days      425       86.8%     56.66%    105.95%    120.91%       94.42%      117.47%    -60.67%    457.43%
365 days      425       86.8%    174.55%    351.93%    468.83%      307.23%      396.63%    -73.12%   2384.04%


========================================================================================================================

Chart 13: FTN-USD (Undervalued by 11.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43
   +30d (1m): $5.35 ($4.83 - $5.92)
   +60d (2m): $5.74 ($5.18 - $6.36)
   +90d (3m): $6.16 ($5.56 - $6.82)
   90-day outlook: 📈 Bullish Trend (+39.0%)
   Confidence: 99.0% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.61%
Similar historical periods found: 73
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       73       74.0%      1.74%      2.73%      3.86%        1.83%        3.63%     -3.68%     11.03%
 14 days       73       87.7%      6.08%      5.25%      4.43%        4.21%        6.28%     -2.51%     13.38%
 30 days       73       93.2%      9.75%      9.99%      6.06%        8.57%       11.40%     -1.01%     26.17%
 90 days       73      100.0%     29.75%     29.99%      5.85%       28.63%       31.36%     12.96%     45.80%
180 days       73      100.0%     62.42%     60.97%      9.56%       58.74%       63.20%     33.14%     82.46%
365 days       73      100.0%    137.00%    139.93%     17.21%      135.91%      143.94%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.87%
Similar historical periods found: 30
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       76.7%      3.11%      5.16%      5.39%        3.14%        7.17%     -0.40%     15.79%
 14 days       30       86.7%      9.58%      8.87%      5.23%        6.91%       10.82%     -0.16%     18.89%
 30 days       30      100.0%     13.59%     14.53%      4.86%       12.71%       16.34%      0.45%     23.72%
 90 days       30      100.0%     35.28%     32.14%      8.02%       29.14%       35.13%     20.26%     45.80%
180 days       30      100.0%     64.29%     66.57%      7.17%       63.89%       69.24%     56.28%     82.46%
365 days       30      100.0%    156.03%    153.65%      9.90%      149.96%      157.35%    122.01%    161.85%


========================================================================================================================

========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        81.4%  0.816510    -94.9%   $0.000595          44.9%  365 d
3    WBT-USD          44.7%  0.930926    196.8%   $49.28             30.9%  750 d
4    APT-USD          39.7%  0.943735    -84.2%   $0.000131          28.4%  500 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    ICP-USD          19.1%  0.735290    -81.6%   $5.08              16.1%  180 d
9    THETA-USD        19.0%  0.782857    -93.1%   $0.683229          16.0%  180 d
10   ENA-USD          18.3%  0.711193    -92.0%   $0.286757          15.4%  180 d
11   XTZ-USD          15.1%  0.807143    -86.9%   $0.534569          13.1%  180 d
12   RAY-USD          14.6%  0.783944    -99.8%   $2.22              12.7%  30  d
13   XMR-USD          13.8%  0.804074     88.4%   $314.51            12.2%  500 d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
WAL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 16.80%
Similar historical periods found: 19
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -1.49%     29.03%     75.77%       -7.49%       65.55%    -28.98%    306.96%
 14 days       19       52.6%      3.31%     13.33%     39.70%       -5.80%       32.47%    -34.36%    136.13%
 30 days       19       36.8%    -16.27%     14.98%     82.78%      -24.92%       54.88%    -75.54%    277.39%
 90 days       19       10.5%    -49.49%    -48.69%     43.32%      -69.57%      -27.81%    -96.57%     63.87%
180 days       19        0.0%    -75.22%    -73.93%     16.76%      -82.01%      -65.85%    -93.79%    -30.00%
365 days       19        0.0%    -98.60%    -94.92%     10.12%      -99.80%      -90.05%    -99.59%    -62.61%


========================================================================================================================
WAL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 48.47%
Similar historical periods found: 23
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23        8.7%    -10.15%     -9.55%      7.00%      -12.57%       -6.52%    -25.80%      4.28%
 14 days       23        0.0%    -15.99%    -16.65%      7.34%      -19.83%      -13.48%    -35.46%     -2.22%
 30 days       23        0.0%    -34.12%    -33.11%      7.39%      -36.31%      -29.92%    -44.74%    -17.12%
 90 days       23        0.0%    -79.58%    -78.59%      3.61%      -80.15%      -77.03%    -83.58%    -69.06%
180 days       23        0.0%    -90.73%    -90.49%      4.60%      -92.48%      -88.50%    -98.32%    -82.98%
365 days       23        0.0%    -98.89%    -98.94%      0.16%      -99.01%      -98.87%    -99.30%    -98.66%


========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 81.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000595
   +30d (1m): $0.000257 ($0.000115 - $0.000574)
   +60d (2m): $0.000201 ($0.000090 - $0.000451)
   +90d (3m): $0.000158 ($0.000070 - $0.000354)
   90-day outlook: 📉 Bearish Trend (-73.5%)
   Confidence: 81.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Similar historical periods found: 93
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       93       40.9%     -1.01%      2.76%     40.28%       -5.54%       11.05%    -95.69%    280.04%
 14 days       93       45.2%     -2.60%     18.00%     87.46%       -0.01%       36.01%    -96.40%    564.48%
 30 days       93       45.2%     -4.37%     22.42%     86.96%        4.52%       40.33%    -96.98%    392.39%
 90 days       93       44.1%    -10.42%     57.65%    188.06%       18.92%       96.38%    -97.28%    964.42%
180 days       93       36.6%    -32.05%     25.53%    160.57%       -7.54%       58.59%    -98.46%    804.67%
365 days       93       35.5%    -43.65%    126.77%    374.99%       49.55%      204.00%    -99.83%   2327.43%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.39%
Similar historical periods found: 55
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       55       38.2%     -5.35%      0.64%     35.40%       -8.93%       10.21%    -95.07%    130.55%
 14 days       55       40.0%     -7.64%      0.89%     55.37%      -14.08%       15.86%    -96.10%    217.09%
 30 days       55       47.3%     -1.78%     -8.21%     51.50%      -22.13%        5.71%    -96.94%    100.86%
 90 days       55       45.5%    -20.55%     24.12%    130.75%      -11.22%       59.47%    -96.74%    428.26%
180 days       55       30.9%    -27.93%    124.07%    761.76%      -81.86%      330.01%    -98.61%   5577.80%
365 days       55       47.3%    -17.80%    258.46%    781.78%       47.12%      469.81%    -86.43%   5416.50%


========================================================================================================================

Chart 3: WBT-USD (Overvalued by 44.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $49.28
   +30d (1m): $37.24 ($26.35 - $52.65)
   +60d (2m): $40.73 ($28.81 - $57.58)
   +90d (3m): $44.54 ($31.50 - $62.97)
   90-day outlook: 📉 Bearish Trend (-9.6%)
   Confidence: 93.1% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
WBT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 72.70%
Similar historical periods found: 9
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       44.4%     -0.09%      0.34%      2.09%       -1.26%        1.95%     -2.48%      3.40%
 14 days        9       33.3%     -1.36%     -1.20%      1.73%       -2.53%        0.13%     -3.73%      1.51%
 30 days        9       33.3%     -1.29%     -1.17%      1.70%       -2.48%        0.14%     -3.65%      1.67%
 90 days        9       77.8%      0.96%      1.09%      1.24%        0.14%        2.04%     -0.72%      2.57%
180 days        9      100.0%     80.86%     81.19%      2.07%       79.60%       82.78%     77.41%     84.71%
365 days        9      100.0%    188.14%    188.04%      2.96%      185.77%      190.32%    183.33%    193.72%


========================================================================================================================

Chart 4: APT-USD (Overvalued by 39.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.30%
Similar historical periods found: 89
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       89       24.7%     -2.70%     -0.80%     24.44%       -5.95%        4.35%    -43.76%    155.38%
 14 days       89       29.2%     -3.58%     -2.69%     29.46%       -8.89%        3.52%    -47.81%    152.14%
 30 days       89       16.9%    -11.29%    -11.00%     29.53%      -17.22%       -4.78%    -52.86%    117.09%
 90 days       89       34.8%    -26.19%     60.27%    313.31%       -5.73%      126.26%    -83.25%   2123.65%
180 days       89       15.7%    -75.50%     30.50%    261.97%      -24.68%       85.69%    -91.98%    781.88%
365 days       89       48.3%     -4.77%     -2.09%     90.19%      -21.09%       16.91%    -98.04%    216.83%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.01%
Similar historical periods found: 35
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       22.9%     -2.56%     -9.33%     17.66%      -15.40%       -3.27%    -66.34%     13.64%
 14 days       35       11.4%    -10.67%    -15.75%     37.00%      -28.46%       -3.04%    -78.25%    143.33%
 30 days       35       34.3%    -12.36%     -2.54%     73.22%      -27.69%       22.61%    -81.58%    176.87%
 90 days       35       42.9%    -28.57%    496.69%    733.34%      244.78%      748.60%    -87.00%   2451.57%
180 days       35       48.6%    -19.49%    164.56%    252.21%       77.92%      251.19%    -85.77%    502.72%
365 days       35       42.9%    -18.45%     37.19%     93.03%        5.23%       69.14%    -88.00%    163.27%


========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301
   +30d (1m): $0.284660 ($0.199057 - $0.407076)
   +60d (2m): $0.236174 ($0.164680 - $0.338706)
   +90d (3m): $0.195947 ($0.136158 - $0.281989)
   90-day outlook: 📉 Bearish Trend (-56.9%)
   Confidence: 76.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
GRT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 21.58%
Similar historical periods found: 17
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       70.6%      8.42%    127.19%    325.17%      -40.00%      294.38%    -97.54%   1048.70%
 14 days       17       52.9%      5.69%    168.65%    463.15%      -69.48%      406.78%    -97.33%   1494.35%
 30 days       17       41.2%    -43.98%     -8.70%     99.17%      -59.68%       42.29%    -95.92%    220.36%
 90 days       17       58.8%     34.02%    206.00%    493.05%      -47.50%      459.51%    -93.01%   1626.34%
180 days       17       29.4%    -16.12%    -30.16%     44.43%      -53.00%       -7.31%    -90.26%     42.34%
365 days       17        0.0%    -87.59%    -82.87%     15.62%      -90.90%      -74.84%    -95.16%    -47.98%


========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834
   +30d (1m): $0.002063 ($0.001439 - $0.002958)
   +60d (2m): $0.001830 ($0.001276 - $0.002625)
   +90d (3m): $0.001623 ($0.001131 - $0.002330)
   90-day outlook: 📉 Bearish Trend (-42.7%)
   Confidence: 84.3% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Similar historical periods found: 78
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       50.0%      0.05%      4.81%     23.24%       -0.43%       10.05%    -31.12%    120.42%
 14 days       78       51.3%      0.52%      6.58%     27.93%        0.28%       12.88%    -50.94%     86.41%
 30 days       78       59.0%     24.20%     22.88%     40.19%       13.81%       31.94%    -54.23%    107.51%
 90 days       78       55.1%     12.09%    154.45%   1156.36%     -106.27%      415.17%    -99.30%  10269.71%
180 days       78       60.3%     22.20%     86.76%    260.86%       27.94%      145.57%    -99.48%   1304.76%
365 days       78       57.7%     46.86%    211.68%    450.75%      110.05%      313.31%    -99.88%   1821.06%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Similar historical periods found: 76
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       76       51.3%      0.32%    151.71%   1320.13%     -149.95%      453.38%    -34.30%  11583.78%
 14 days       76       52.6%      1.33%    160.35%   1356.10%     -149.53%      470.23%    -34.99%  11902.76%
 30 days       76       43.4%     -6.77%    156.28%   1322.49%     -145.92%      458.48%    -99.03%  11603.94%
 90 days       76       63.2%     51.11%     70.94%    122.29%       43.00%       98.89%    -99.34%    417.94%
180 days       76       85.5%     81.64%    217.33%    353.47%      136.56%      298.11%    -99.50%   1304.76%
365 days       76       78.9%     80.05%    487.22%    744.09%      317.18%      657.25%    -99.89%   2943.48%


========================================================================================================================

Chart 8: ICP-USD (Overvalued by 19.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $5.08
   +30d (1m): $3.71 ($2.77 - $4.96)
   +60d (2m): $3.23 ($2.41 - $4.32)
   +90d (3m): $2.81 ($2.09 - $3.77)
   90-day outlook: 📉 Bearish Trend (-44.7%)
   Confidence: 73.5% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.49%
Similar historical periods found: 98
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       98       57.1%      1.30%      1.89%     11.25%       -0.36%        4.15%    -27.98%     42.55%
 14 days       98       40.8%     -1.34%      0.74%     19.10%       -3.09%        4.57%    -40.38%     74.77%
 30 days       98       35.7%     -7.66%     -1.77%     28.23%       -7.43%        3.89%    -55.97%     91.00%
 90 days       98       28.6%    -23.58%      4.42%     95.77%      -14.78%       23.62%    -67.92%    360.82%
180 days       98       38.8%    -15.97%     44.92%    153.41%       14.16%       75.68%    -82.79%    506.47%
365 days       98       48.0%    -41.77%     35.45%    112.98%       12.80%       58.10%    -91.72%    255.13%


========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.15%
Similar historical periods found: 58
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       41.4%     -2.51%     -1.84%     11.27%       -4.80%        1.12%    -24.89%     20.19%
 14 days       58       31.0%     -5.75%     -5.40%     14.12%       -9.11%       -1.69%    -27.86%     33.10%
 30 days       58       12.1%     -9.87%    -11.14%     14.90%      -15.06%       -7.22%    -38.82%     28.07%
 90 days       58       13.8%    -33.53%    -19.76%     59.41%      -35.38%       -4.14%    -74.86%    227.04%
180 days       58       29.3%    -17.99%     21.34%    114.31%       -8.72%       51.40%    -77.84%    365.74%
365 days       58       46.6%    -44.71%     28.18%    101.75%        1.43%       54.93%    -91.49%    201.63%


========================================================================================================================

Chart 9: THETA-USD (Overvalued by 19.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.683229
   +30d (1m): $0.461132 ($0.308665 - $0.688912)
   +60d (2m): $0.370361 ($0.247112 - $0.555081)
   +90d (3m): $0.297458 ($0.197699 - $0.447554)
   90-day outlook: 📉 Bearish Trend (-56.5%)
   Confidence: 78.3% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -24.96%
Similar historical periods found: 310
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      310       54.2%      0.97%      0.29%     13.70%       -1.24%        1.82%    -44.29%     38.46%
 14 days      310       56.5%      2.21%      2.41%     18.45%        0.35%        4.47%    -56.18%     52.57%
 30 days      310       51.6%      0.48%      3.80%     28.63%        0.60%        7.00%    -61.14%    137.74%
 90 days      310       43.5%     -6.80%     14.91%     67.53%        7.37%       22.46%    -64.63%    370.59%
180 days      310       34.5%    -13.73%     61.11%    268.99%       31.05%       91.17%    -83.01%   1847.06%
365 days      310       55.2%     17.84%    397.40%   1771.45%      199.43%      595.37%    -86.60%  15452.94%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.49%
Similar historical periods found: 375
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      375       49.6%     -0.03%      0.58%     13.16%       -0.76%        1.92%    -47.20%     46.20%
 14 days      375       44.8%     -1.81%      1.32%     20.42%       -0.76%        3.39%    -48.80%     81.11%
 30 days      375       44.3%     -3.92%      4.48%     38.18%        0.61%        8.36%    -60.67%    230.78%
 90 days      375       52.3%      3.16%     15.73%     62.44%        9.39%       22.07%    -68.43%    302.35%
180 days      375       53.6%      3.74%     68.88%    195.27%       49.05%       88.71%    -76.21%    892.23%
365 days      375       69.3%     75.77%    983.63%   3532.62%      624.92%     1342.33%    -85.19%  19356.90%


========================================================================================================================

Chart 10: ENA-USD (Overvalued by 18.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.286757
   +30d (1m): $0.196984 ($0.124319 - $0.312123)
   +60d (2m): $0.160037 ($0.100630 - $0.254513)
   +90d (3m): $0.130019 ($0.081391 - $0.207699)
   90-day outlook: 📉 Bearish Trend (-54.7%)
   Confidence: 71.1% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis

========================================================================================================================

Chart 11: XTZ-USD (Overvalued by 15.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.534569
   +30d (1m): $0.393105 ($0.295881 - $0.522275)
   +60d (2m): $0.332592 ($0.249766 - $0.442883)
   +90d (3m): $0.281394 ($0.210737 - $0.375739)
   90-day outlook: 📉 Bearish Trend (-47.4%)
   Confidence: 80.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -14.40%
Similar historical periods found: 355
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      355       45.6%     -0.84%     -1.69%     11.89%       -2.93%       -0.45%    -48.13%     32.13%
 14 days      355       40.8%     -2.70%     -1.66%     16.73%       -3.41%        0.08%    -54.60%     58.72%
 30 days      355       36.9%     -6.01%     -1.32%     26.28%       -4.06%        1.42%    -66.61%    142.72%
 90 days      355       38.0%    -14.57%      4.75%     57.73%       -1.28%       10.77%    -72.37%    235.88%
180 days      355       43.1%     -9.15%     16.73%     75.22%        8.88%       24.58%    -91.23%    308.29%
365 days      355       42.5%     -6.65%     18.64%    108.83%        7.28%       30.00%    -92.20%    655.85%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -21.89%
Similar historical periods found: 380
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      380       44.5%     -0.92%     -1.27%     10.63%       -2.34%       -0.20%    -48.13%     50.27%
 14 days      380       37.9%     -2.53%     -2.76%     15.99%       -4.38%       -1.15%    -55.50%     61.68%
 30 days      380       32.6%     -6.83%     -3.19%     27.74%       -5.98%       -0.39%    -72.05%    157.46%
 90 days      380       46.8%     -6.25%     10.41%     58.14%        4.55%       16.28%    -72.03%    287.90%
180 days      380       54.5%     16.22%     29.93%     75.55%       22.31%       37.55%    -83.81%    219.55%
365 days      380       43.9%     -4.78%     33.57%    123.58%       21.11%       46.04%    -86.59%    678.96%


========================================================================================================================

Chart 12: RAY-USD (Overvalued by 14.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $2.22
   +30d (1m): $1.15 ($0.919846 - $1.44)
   +60d (2m): $0.682989 ($0.504493 - $0.924639)
   Confidence: 78.4% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -30.46%
Similar historical periods found: 209
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      209       38.8%     -4.01%     -4.31%     14.07%       -6.23%       -2.39%    -45.17%     60.70%
 14 days      209       37.8%     -5.46%     -5.49%     22.87%       -8.60%       -2.37%    -50.22%     90.69%
 30 days      209       40.7%     -9.56%     -1.91%     42.13%       -7.66%        3.83%    -63.90%    197.45%
 90 days      209       35.4%    -47.03%      1.22%     93.73%      -11.56%       14.00%    -75.36%    275.28%
180 days      209       36.8%    -70.55%    -16.34%     89.29%      -28.52%       -4.16%    -91.30%    505.44%
365 days      209       24.4%    -80.77%     68.00%    323.28%       23.91%      112.08%    -98.16%   1205.38%


========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.82%
Similar historical periods found: 28
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       82.1%      8.06%     15.85%     22.30%        7.20%       24.49%    -12.53%     72.92%
 14 days       28       64.3%      2.68%     10.31%     22.05%        1.76%       18.86%    -17.55%     68.89%
 30 days       28       50.0%      5.16%     17.40%     40.13%        1.83%       32.96%    -25.88%    148.01%
 90 days       28       53.6%     21.95%     66.10%    129.28%       15.97%      116.23%    -65.31%    340.40%
180 days       28       50.0%     -4.82%    111.56%    218.69%       26.76%      196.35%    -86.89%    554.57%
365 days       28       85.7%    240.04%    423.57%    507.45%      226.81%      620.34%    -97.96%   1660.83%


========================================================================================================================

Chart 13: XMR-USD (Overvalued by 13.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $314.51
   +30d (1m): $291.05 ($228.04 - $371.48)
   +60d (2m): $306.60 ($240.17 - $391.40)
   +90d (3m): $322.98 ($252.94 - $412.41)
   90-day outlook: ➡️ Sideways Trend (+2.7%)
   Confidence: 80.4% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -10.67%
Similar historical periods found: 346
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      346       55.5%      0.72%      0.34%     11.61%       -0.89%        1.57%    -51.90%     51.23%
 14 days      346       52.0%      0.75%     -1.20%     15.97%       -2.88%        0.49%    -50.62%     72.48%
 30 days      346       48.6%     -0.74%     -0.62%     22.78%       -3.03%        1.79%    -50.20%     82.50%
 90 days      346       54.3%      1.92%      3.40%     38.74%       -0.70%        7.49%    -59.75%    202.49%
180 days      346       55.2%      2.17%      7.44%     55.81%        1.54%       13.34%    -69.80%    319.29%
365 days      346       60.1%      7.82%     24.15%     76.67%       16.04%       32.26%    -88.51%    364.29%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 47.80%
Similar historical periods found: 176
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      176       46.0%     -1.04%      0.03%     12.94%       -1.90%        1.95%    -38.38%     54.22%
 14 days      176       43.8%     -1.61%      0.87%     18.54%       -1.89%        3.62%    -41.92%     82.57%
 30 days      176       58.5%      4.60%      7.99%     30.66%        3.43%       12.56%    -63.25%     79.24%
 90 days      176       66.5%     22.44%     19.33%     42.60%       12.99%       25.67%    -54.63%    197.14%
180 days      176       57.4%     11.79%     40.95%     74.19%       29.91%       51.98%    -68.48%    237.11%
365 days      176       48.9%     -1.14%     61.15%    101.27%       46.09%       76.22%    -86.46%    324.98%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 91
Average R-squared: 0.7402
Best R-squared: 0.989746
Average annual growth: 854845.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 37 (40.7%) - Hold/Monitor
  🔴 OVERVALUED: 13 (14.3%) - Sell Warnings
  🟢 UNDERVALUED: 13 (14.3%) - Buy Opportunities

Optimal window distribution:
  30 days: 34 instruments (37.4%)
  60 days: 3 instruments (3.3%)
  90 days: 9 instruments (9.9%)
  120 days: 4 instruments (4.4%)
  180 days: 13 instruments (14.3%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 13
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.954565 500 d        35.1%   $3.4K           🟡 FAIR           4.9%
2    KC=F            0.931899 500 d        70.1%   $319.70         🟢 UNDER        -20.2%
3    DX=F            0.911545 120 d       -22.6%   $98.50          🟡 FAIR           1.3%
4    ES=F            0.910693 750 d        19.4%   $5.9K           🟡 FAIR          -5.1%
5    PL=F            0.904957 30  d      1227.3%   $1.3K           🟡 FAIR           0.3%
6    NQ=F            0.902314 750 d        27.4%   $21.5K          🟡 FAIR          -7.1%
7    CC=F            0.884221 750 d        86.5%   $8.8K           🟢 UNDER        -29.6%
8    LE=F            0.881556 180 d        29.7%   $211.77         🟡 FAIR          -3.4%
9    YM=F            0.879265 750 d        13.2%   $41.8K          🟡 FAIR          -6.1%
10   SI=F            0.872435 30  d       287.8%   $36.35          🟡 FAIR          -1.8%
11   HE=F            0.869187 60  d       165.6%   $112.18         🟡 FAIR           6.0%
12   ZS=F            0.869047 750 d       -16.1%   $1.1K           🔴 OVER          11.0%
13   SB=F            0.846934 60  d       -48.2%   $16.35          🟡 FAIR           0.2%
14   PA=F            0.788222 750 d       -25.2%   $1.1K           🔴 OVER          32.9%
15   OJ=F            0.776167 180 d       -72.4%   $237.60         🟡 FAIR           1.3%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9546)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.1K - $3.6K)
   +60d (2m): $3.5K ($3.2K - $3.7K)
   +90d (3m): $3.6K ($3.3K - $3.9K)
   90-day outlook: 📈 Bullish Trend (+6.1%)
   Confidence: 95.5% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.07%
Similar historical periods found: 1810
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1810       54.3%      0.27%      0.20%      2.61%        0.08%        0.32%    -12.59%     10.56%
 14 days     1810       54.1%      0.41%      0.49%      3.50%        0.33%        0.65%    -14.55%     13.73%
 30 days     1810       57.8%      1.08%      1.46%      5.09%        1.23%        1.69%    -17.42%     24.01%
 90 days     1810       69.6%      3.58%      3.84%      8.77%        3.44%        4.25%    -22.35%     32.50%
180 days     1810       69.0%      7.10%      8.15%     13.39%        7.53%        8.77%    -25.83%     54.79%
365 days     1810       80.7%     15.72%     17.32%     20.47%       16.38%       18.27%    -26.71%     71.47%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.11%
Similar historical periods found: 907
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      907       52.7%      0.16%      0.06%      3.13%       -0.15%        0.26%    -12.58%     10.02%
 14 days      907       50.7%      0.06%      0.44%      4.33%        0.16%        0.72%    -13.01%     15.03%
 30 days      907       48.3%     -0.18%      1.06%      6.06%        0.67%        1.46%    -13.57%     24.20%
 90 days      907       65.3%      3.85%      4.22%      9.08%        3.62%        4.81%    -16.22%     39.20%
180 days      907       72.1%      7.50%      7.36%     11.69%        6.59%        8.12%    -31.89%     36.73%
365 days      907       88.9%     16.83%     16.99%     15.86%       15.95%       18.02%    -26.28%     53.68%


========================================================================================================================

Chart 2: KC=F (R² = 0.9319)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.70
   +30d (1m): $426.63 ($362.69 - $501.85)
   +60d (2m): $454.49 ($386.31 - $534.69)
   +90d (3m): $484.16 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.4%)
   Confidence: 93.2% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.29%
Similar historical periods found: 306
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       52.0%      0.41%      0.92%      6.01%        0.24%        1.59%    -15.07%     44.18%
 14 days      306       59.8%      1.51%      1.45%      6.70%        0.70%        2.21%    -14.86%     21.58%
 30 days      306       56.5%      0.83%      1.66%      8.08%        0.75%        2.57%    -19.09%     29.30%
 90 days      306       39.2%     -3.09%      1.42%     14.11%       -0.16%        3.01%    -29.41%     44.35%
180 days      306       38.6%     -6.15%     -0.33%     24.21%       -3.05%        2.40%    -33.73%     84.12%
365 days      306       65.7%     13.98%     17.34%     42.98%       12.50%       22.17%    -52.39%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.93%
Similar historical periods found: 911
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      911       49.0%     -0.15%      0.33%      5.19%       -0.01%        0.66%    -14.37%     44.18%
 14 days      911       47.0%     -0.30%      0.39%      6.92%       -0.06%        0.84%    -20.80%     33.68%
 30 days      911       43.8%     -1.50%      0.19%      9.06%       -0.40%        0.78%    -19.84%     26.10%
 90 days      911       46.9%     -1.36%      0.97%     15.58%       -0.04%        1.99%    -28.90%     82.36%
180 days      911       43.7%     -5.47%     -0.21%     24.70%       -1.81%        1.40%    -38.00%     84.86%
365 days      911       66.3%     18.98%     14.94%     47.52%       11.85%       18.03%    -54.80%    190.76%


========================================================================================================================

Chart 3: DX=F (R² = 0.9115)
Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180

Chart 4: ES=F (R² = 0.9107)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $5.9K
   +30d (1m): $6.4K ($5.8K - $7.0K)
   +60d (2m): $6.5K ($5.9K - $7.2K)
   +90d (3m): $6.7K ($6.1K - $7.3K)
   90-day outlook: 📈 Bullish Trend (+12.3%)
   Confidence: 91.1% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.85%
Similar historical periods found: 2306
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2306       59.4%      0.38%      0.11%      2.05%        0.03%        0.20%    -14.30%      6.48%
 14 days     2306       61.1%      0.68%      0.19%      2.90%        0.07%        0.30%    -26.06%      8.95%
 30 days     2306       63.1%      1.24%      0.48%      4.81%        0.29%        0.68%    -33.23%     11.73%
 90 days     2306       67.5%      3.18%      2.00%      7.87%        1.68%        2.32%    -33.95%     24.76%
180 days     2306       76.5%      6.97%      5.30%     11.64%        4.82%        5.77%    -46.98%     37.23%
365 days     2306       81.0%     15.35%     12.26%     17.82%       11.53%       12.99%    -55.79%     56.82%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.67%
Similar historical periods found: 888
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      888       57.5%      0.51%      0.23%      2.72%        0.05%        0.41%    -15.81%      7.06%
 14 days      888       60.0%      1.12%      0.27%      3.91%        0.01%        0.52%    -18.56%      9.09%
 30 days      888       60.6%      1.47%      0.46%      5.37%        0.11%        0.82%    -15.98%     11.66%
 90 days      888       66.1%      4.67%      1.96%     10.66%        1.26%        2.66%    -39.71%     24.50%
180 days      888       71.2%      7.75%      4.01%     15.58%        2.99%        5.04%    -47.39%     37.23%
365 days      888       76.9%     14.85%      9.88%     20.68%        8.52%       11.24%    -50.29%     51.82%


========================================================================================================================

Chart 5: PL=F (R² = 0.9050)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K
   +30d (1m): $1.7K ($1.6K - $1.9K)
   +60d (2m): $2.4K ($2.1K - $2.6K)
   Confidence: 90.5% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 31.21%
Similar historical periods found: 45
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       28.9%     -3.65%     -2.54%      6.48%       -4.48%       -0.59%    -14.78%     21.61%
 14 days       45       48.9%     -0.33%     -0.43%      7.53%       -2.69%        1.84%    -13.68%     24.18%
 30 days       45       62.2%      0.79%      1.55%      7.56%       -0.72%        3.82%    -14.14%     15.53%
 90 days       45       71.1%     14.94%      1.66%     31.75%       -7.88%       11.20%    -55.04%     38.49%
180 days       45       73.3%     12.98%     11.04%     25.62%        3.34%       18.73%    -31.73%     53.86%
365 days       45       57.8%     18.18%     16.04%     29.82%        7.08%       25.00%    -21.38%     65.82%


========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.73%
Similar historical periods found: 550
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      550       52.2%      0.22%      0.10%      6.77%       -0.47%        0.67%    -45.68%     55.06%
 14 days      550       51.5%      0.35%      0.57%      9.22%       -0.20%        1.34%    -48.87%     49.61%
 30 days      550       55.8%      1.01%      0.55%     10.35%       -0.32%        1.41%    -57.80%     33.00%
 90 days      550       58.2%      1.90%      1.92%     14.15%        0.74%        3.11%    -53.70%     82.35%
180 days      550       62.4%      5.58%      7.73%     17.15%        6.29%        9.17%    -28.10%     71.57%
365 days      550       58.7%      6.83%      6.90%     21.25%        5.12%        8.68%    -31.50%     56.47%


========================================================================================================================

Chart 6: NQ=F (R² = 0.9023)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $21.5K
   +30d (1m): $23.8K ($20.8K - $27.2K)
   +60d (2m): $24.5K ($21.4K - $28.0K)
   +90d (3m): $25.2K ($22.0K - $28.9K)
   90-day outlook: 📈 Bullish Trend (+17.4%)
   Confidence: 90.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.63%
Similar historical periods found: 1763
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1763       58.0%      0.48%      0.20%      2.85%        0.06%        0.33%    -14.01%     12.94%
 14 days     1763       59.6%      0.84%      0.42%      4.03%        0.23%        0.61%    -23.71%     21.04%
 30 days     1763       62.1%      1.88%      1.04%      6.47%        0.74%        1.34%    -34.30%     24.01%
 90 days     1763       72.2%      4.58%      3.73%     10.01%        3.26%        4.20%    -39.74%     41.76%
180 days     1763       77.8%     11.71%      9.68%     15.40%        8.96%       10.40%    -53.44%     52.32%
365 days     1763       83.7%     21.00%     20.48%     24.78%       19.32%       21.63%    -64.11%     74.13%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.66%
Similar historical periods found: 564
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      564       58.7%      0.54%      0.38%      3.48%        0.09%        0.67%     -9.28%     13.78%
 14 days      564       62.6%      1.41%      0.92%      4.42%        0.56%        1.29%    -15.10%     11.34%
 30 days      564       66.0%      2.53%      1.43%      7.09%        0.84%        2.02%    -33.30%     16.11%
 90 days      564       75.7%      6.50%      5.30%     11.92%        4.32%        6.29%    -40.30%     38.67%
180 days      564       87.1%     12.37%     11.43%     16.50%       10.07%       12.80%    -46.96%     54.85%
365 days      564       90.2%     23.57%     25.34%     22.04%       23.51%       27.16%    -39.28%     93.99%


========================================================================================================================

Chart 7: CC=F (R² = 0.8842)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.4%)
   Confidence: 88.4% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.53%
Similar historical periods found: 1179
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1179       53.0%      0.39%      0.53%      5.02%        0.24%        0.81%    -14.97%     29.15%
 14 days     1179       56.2%      1.01%      0.94%      6.85%        0.55%        1.33%    -21.96%     26.66%
 30 days     1179       55.2%      0.96%      1.15%      9.05%        0.64%        1.67%    -26.92%     45.35%
 90 days     1179       55.9%      3.17%      3.25%     15.34%        2.38%        4.13%    -33.70%     91.97%
180 days     1179       64.2%      6.02%      8.19%     23.31%        6.86%        9.52%    -40.71%    157.70%
365 days     1179       70.3%     10.06%     22.59%     51.86%       19.63%       25.55%    -42.53%    377.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.57%
Similar historical periods found: 914
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      914       54.7%      0.59%      0.62%      4.81%        0.31%        0.93%    -16.95%     15.24%
 14 days      914       59.4%      1.36%      1.41%      6.79%        0.97%        1.86%    -21.96%     31.24%
 30 days      914       60.9%      1.92%      1.98%      9.62%        1.35%        2.60%    -29.75%     56.68%
 90 days      914       61.9%      3.78%      4.52%     15.37%        3.52%        5.51%    -33.61%     53.77%
180 days      914       72.1%      9.16%      9.65%     22.03%        8.22%       11.08%    -35.14%     82.07%
365 days      914       66.3%      7.35%     19.73%     42.86%       16.95%       22.51%    -37.08%    226.75%


========================================================================================================================

Chart 8: LE=F (R² = 0.8816)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $211.77
   +30d (1m): $226.15 ($217.40 - $235.24)
   +60d (2m): $233.25 ($224.16 - $242.71)
   +90d (3m): $240.58 ($231.12 - $250.43)
   90-day outlook: 📈 Bullish Trend (+13.6%)
   Confidence: 88.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.89%
Similar historical periods found: 1560
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1560       54.4%      0.26%      0.13%      3.08%       -0.02%        0.29%    -14.16%     11.18%
 14 days     1560       54.2%      0.44%      0.08%      4.24%       -0.13%        0.29%    -16.89%     14.95%
 30 days     1560       56.1%      0.82%      0.15%      6.09%       -0.15%        0.46%    -24.33%     16.96%
 90 days     1560       56.6%      1.87%      1.58%      9.82%        1.09%        2.06%    -22.69%     35.01%
180 days     1560       62.9%      2.95%      3.16%     11.26%        2.61%        3.72%    -24.24%     32.90%
365 days     1560       62.1%      7.92%      7.31%     17.01%        6.47%        8.15%    -36.72%     60.54%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.48%
Similar historical periods found: 1265
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1265       55.8%      0.36%      0.18%      3.07%        0.01%        0.35%    -14.61%     11.18%
 14 days     1265       58.3%      0.73%      0.40%      4.13%        0.17%        0.63%    -20.15%     14.14%
 30 days     1265       63.3%      1.64%      0.92%      5.53%        0.62%        1.23%    -28.35%     16.51%
 90 days     1265       57.9%      1.92%      1.65%      9.04%        1.15%        2.15%    -23.33%     34.89%
180 days     1265       64.6%      3.39%      3.51%      9.97%        2.96%        4.06%    -27.64%     38.65%
365 days     1265       63.6%      7.96%      7.56%     16.95%        6.62%        8.49%    -36.64%     46.86%


========================================================================================================================

Chart 9: YM=F (R² = 0.8793)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $41.8K
   +30d (1m): $45.2K ($41.8K - $48.8K)
   +60d (2m): $45.8K ($42.4K - $49.6K)
   +90d (3m): $46.5K ($43.0K - $50.3K)
   90-day outlook: 📈 Bullish Trend (+11.3%)
   Confidence: 87.9% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.41%
Similar historical periods found: 2282
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2282       56.5%      0.29%      0.07%      2.16%       -0.02%        0.15%    -13.54%      7.39%
 14 days     2282       58.9%      0.60%      0.14%      3.13%        0.01%        0.27%    -27.25%      9.96%
 30 days     2282       59.7%      1.13%      0.33%      5.05%        0.12%        0.54%    -36.31%     12.45%
 90 days     2282       69.1%      2.67%      2.29%      7.49%        1.98%        2.60%    -33.12%     23.44%
180 days     2282       74.5%      6.29%      5.11%     10.63%        4.67%        5.54%    -40.60%     38.31%
365 days     2282       82.3%     13.01%     10.81%     14.90%       10.20%       11.43%    -51.68%     47.14%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.25%
Similar historical periods found: 631
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      631       63.2%      1.19%      0.61%      3.14%        0.37%        0.86%    -19.50%      7.40%
 14 days      631       71.5%      2.32%      1.37%      3.98%        1.06%        1.68%    -28.53%      8.73%
 30 days      631       66.2%      2.40%      1.80%      5.20%        1.39%        2.21%    -28.43%     15.12%
 90 days      631       69.4%      4.18%      2.73%     10.47%        1.91%        3.55%    -33.19%     23.38%
180 days      631       79.4%      6.53%      4.34%     16.71%        3.03%        5.64%    -44.14%     40.35%
365 days      631       81.6%     17.04%     12.07%     18.03%       10.66%       13.48%    -38.40%     40.63%


========================================================================================================================

Chart 10: SI=F (R² = 0.8724)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $36.35
   +30d (1m): $43.50 ($41.36 - $45.76)
   +60d (2m): $51.12 ($47.75 - $54.73)
   Confidence: 87.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.75%
Similar historical periods found: 980
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      980       53.9%      0.40%      0.59%      5.33%        0.26%        0.93%    -19.10%     25.54%
 14 days      980       51.1%      0.25%      0.99%      7.38%        0.52%        1.45%    -19.19%     44.21%
 30 days      980       46.3%     -0.65%      1.40%     11.30%        0.70%        2.11%    -30.30%     62.29%
 90 days      980       53.0%      1.21%      4.97%     19.58%        3.75%        6.20%    -51.83%     77.59%
180 days      980       57.6%      4.23%      7.94%     25.10%        6.37%        9.52%    -48.01%     91.18%
365 days      980       64.4%     17.21%     20.94%     38.12%       18.55%       23.33%    -42.54%    164.19%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.23%
Similar historical periods found: 812
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      812       51.4%      0.15%      0.43%      5.36%        0.06%        0.80%    -25.74%     25.54%
 14 days      812       54.1%      0.80%      1.03%      7.73%        0.50%        1.56%    -26.38%     44.21%
 30 days      812       50.5%      0.11%      2.33%      9.88%        1.65%        3.01%    -19.67%     43.64%
 90 days      812       53.6%      1.51%      4.46%     18.55%        3.18%        5.74%    -37.70%     69.75%
180 days      812       57.5%      4.60%      7.78%     25.27%        6.04%        9.53%    -44.92%    143.47%
365 days      812       69.7%     24.13%     23.25%     37.56%       20.67%       25.84%    -45.14%    145.60%


========================================================================================================================

Chart 11: HE=F (R² = 0.8692)
Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120

Chart 12: ZS=F (R² = 0.8690)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.96 ($838.60 - $1.1K)
   +60d (2m): $921.52 ($821.24 - $1.0K)
   +90d (3m): $902.48 ($804.23 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.4%)
   Confidence: 86.9% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.09%
Similar historical periods found: 1516
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1516       51.3%      0.10%      0.11%      3.70%       -0.07%        0.30%    -17.51%     15.05%
 14 days     1516       51.9%      0.17%      0.30%      5.40%        0.03%        0.57%    -29.57%     18.87%
 30 days     1516       52.9%      0.46%      0.97%      7.47%        0.59%        1.35%    -30.16%     27.90%
 90 days     1516       53.8%      1.16%      2.35%     15.67%        1.56%        3.13%    -47.51%     52.68%
180 days     1516       47.8%     -1.17%      5.33%     23.85%        4.13%        6.53%    -50.70%     84.55%
365 days     1516       57.1%      4.22%     10.40%     32.61%        8.76%       12.05%    -46.28%    140.46%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.64%
Similar historical periods found: 826
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      826       46.9%     -0.29%     -0.33%      3.93%       -0.60%       -0.06%    -27.25%     15.05%
 14 days      826       50.7%      0.08%     -0.47%      6.00%       -0.88%       -0.06%    -36.02%     18.45%
 30 days      826       51.2%      0.39%     -0.10%      8.58%       -0.69%        0.49%    -38.74%     25.76%
 90 days      826       45.6%     -1.45%      0.65%     14.87%       -0.37%        1.67%    -46.22%     40.18%
180 days      826       51.6%      0.57%      4.88%     19.91%        3.52%        6.24%    -40.18%     82.54%
365 days      826       59.8%      5.57%     14.87%     35.59%       12.44%       17.30%    -39.46%    131.32%


========================================================================================================================

Chart 13: SB=F (R² = 0.8469)
Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120

Chart 14: PA=F (R² = 0.7882)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.94 ($593.13 - $986.52)
   +60d (2m): $738.97 ($572.94 - $953.12)
   +90d (3m): $713.89 ($553.44 - $920.85)
   90-day outlook: 📉 Bearish Trend (-32.2%)
   Confidence: 78.8% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.58%
Similar historical periods found: 1147
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1147       56.1%      0.68%      0.73%      7.16%        0.32%        1.15%    -37.91%     63.56%
 14 days     1147       60.9%      1.23%      1.62%      8.34%        1.14%        2.11%    -36.40%     48.60%
 30 days     1147       61.5%      2.86%      3.67%     12.03%        2.97%        4.36%    -51.61%     61.45%
 90 days     1147       60.3%      4.99%      8.67%     23.69%        7.30%       10.04%    -60.83%     90.79%
180 days     1147       60.2%     10.10%     11.79%     36.46%        9.68%       13.90%    -69.79%    144.06%
365 days     1147       63.8%     17.45%     27.93%     60.65%       24.41%       31.44%    -70.21%    287.61%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.39%
Similar historical periods found: 582
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      582       54.8%      0.68%      1.43%      7.79%        0.80%        2.07%    -15.25%     63.56%
 14 days      582       56.7%      1.20%      1.82%      8.93%        1.09%        2.54%    -17.97%     62.44%
 30 days      582       56.4%      1.50%      3.60%     11.86%        2.63%        4.56%    -29.07%     54.23%
 90 days      582       68.4%     11.22%      7.95%     20.98%        6.24%        9.66%    -51.61%     88.48%
180 days      582       63.2%      7.60%     13.42%     37.03%       10.40%       16.43%    -58.85%    145.54%
365 days      582       60.1%     12.21%     22.42%     54.45%       17.99%       26.86%    -61.78%    283.16%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7762)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $237.60
   +30d (1m): $201.31 ($151.25 - $267.93)
   +60d (2m): $172.73 ($129.49 - $230.42)
   +90d (3m): $148.21 ($110.80 - $198.26)
   90-day outlook: 📉 Bearish Trend (-37.6%)
   Confidence: 77.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -15.95%
Similar historical periods found: 523
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      523       55.4%      0.87%      1.36%      6.31%        0.81%        1.90%    -14.39%     27.18%
 14 days      523       61.2%      2.15%      3.13%      9.22%        2.34%        3.92%    -17.18%     39.60%
 30 days      523       51.8%      0.49%      2.44%     13.71%        1.26%        3.62%    -35.60%     49.63%
 90 days      523       56.6%      3.09%      3.66%     20.40%        1.91%        5.41%    -40.80%     62.82%
180 days      523       50.3%      0.34%      7.21%     31.78%        4.48%        9.93%    -42.90%    105.21%
365 days      523       56.4%      5.12%     21.19%     51.02%       16.80%       25.57%    -54.19%    138.61%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -43.86%
Similar historical periods found: 91
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       91       56.0%      2.14%      1.43%      6.35%        0.11%        2.75%    -13.45%     12.78%
 14 days       91       70.3%      3.42%      3.33%      8.49%        1.56%        5.09%    -15.80%     27.32%
 30 days       91       56.0%      0.85%      3.68%     10.36%        1.52%        5.84%    -17.86%     27.45%
 90 days       91       70.3%      3.83%      4.95%     10.03%        2.86%        7.04%    -14.61%     37.49%
180 days       91       80.2%     14.05%     15.11%     16.62%       11.65%       18.57%    -16.70%     51.20%
365 days       91       79.1%     20.47%     21.04%     41.68%       12.36%       29.72%    -46.77%    108.83%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884221     86.5%   $8.8K              42.0%  750 d
2    KC=F             20.2%  0.931899     70.1%   $319.70            25.3%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 29.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.4%)
   Confidence: 88.4% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.53%
Similar historical periods found: 1179
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1179       53.0%      0.39%      0.53%      5.02%        0.24%        0.81%    -14.97%     29.15%
 14 days     1179       56.2%      1.01%      0.94%      6.85%        0.55%        1.33%    -21.96%     26.66%
 30 days     1179       55.2%      0.96%      1.15%      9.05%        0.64%        1.67%    -26.92%     45.35%
 90 days     1179       55.9%      3.17%      3.25%     15.34%        2.38%        4.13%    -33.70%     91.97%
180 days     1179       64.2%      6.02%      8.19%     23.31%        6.86%        9.52%    -40.71%    157.70%
365 days     1179       70.3%     10.06%     22.59%     51.86%       19.63%       25.55%    -42.53%    377.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.57%
Similar historical periods found: 914
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      914       54.7%      0.59%      0.62%      4.81%        0.31%        0.93%    -16.95%     15.24%
 14 days      914       59.4%      1.36%      1.41%      6.79%        0.97%        1.86%    -21.96%     31.24%
 30 days      914       60.9%      1.92%      1.98%      9.62%        1.35%        2.60%    -29.75%     56.68%
 90 days      914       61.9%      3.78%      4.52%     15.37%        3.52%        5.51%    -33.61%     53.77%
180 days      914       72.1%      9.16%      9.65%     22.03%        8.22%       11.08%    -35.14%     82.07%
365 days      914       66.3%      7.35%     19.73%     42.86%       16.95%       22.51%    -37.08%    226.75%


========================================================================================================================

Chart 2: KC=F (Undervalued by 20.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.70
   +30d (1m): $426.63 ($362.69 - $501.85)
   +60d (2m): $454.49 ($386.31 - $534.69)
   +90d (3m): $484.16 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.4%)
   Confidence: 93.2% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.29%
Similar historical periods found: 306
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       52.0%      0.41%      0.92%      6.01%        0.24%        1.59%    -15.07%     44.18%
 14 days      306       59.8%      1.51%      1.45%      6.70%        0.70%        2.21%    -14.86%     21.58%
 30 days      306       56.5%      0.83%      1.66%      8.08%        0.75%        2.57%    -19.09%     29.30%
 90 days      306       39.2%     -3.09%      1.42%     14.11%       -0.16%        3.01%    -29.41%     44.35%
180 days      306       38.6%     -6.15%     -0.33%     24.21%       -3.05%        2.40%    -33.73%     84.12%
365 days      306       65.7%     13.98%     17.34%     42.98%       12.50%       22.17%    -52.39%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.93%
Similar historical periods found: 911
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      911       49.0%     -0.15%      0.33%      5.19%       -0.01%        0.66%    -14.37%     44.18%
 14 days      911       47.0%     -0.30%      0.39%      6.92%       -0.06%        0.84%    -20.80%     33.68%
 30 days      911       43.8%     -1.50%      0.19%      9.06%       -0.40%        0.78%    -19.84%     26.10%
 90 days      911       46.9%     -1.36%      0.97%     15.58%       -0.04%        1.99%    -28.90%     82.36%
180 days      911       43.7%     -5.47%     -0.21%     24.70%       -1.81%        1.40%    -38.00%     84.86%
365 days      911       66.3%     18.98%     14.94%     47.52%       11.85%       18.03%    -54.80%    190.76%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             32.9%  0.788222    -25.2%   $1.1K              24.8%  750 d
2    ZW=F             18.4%  0.742019    -14.4%   $589.50            15.6%  750 d
3    ZS=F             11.0%  0.869047    -16.1%   $1.1K               9.9%  750 d

📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 32.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.94 ($593.13 - $986.52)
   +60d (2m): $738.97 ($572.94 - $953.12)
   +90d (3m): $713.89 ($553.44 - $920.85)
   90-day outlook: 📉 Bearish Trend (-32.2%)
   Confidence: 78.8% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.58%
Similar historical periods found: 1147
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1147       56.1%      0.68%      0.73%      7.16%        0.32%        1.15%    -37.91%     63.56%
 14 days     1147       60.9%      1.23%      1.62%      8.34%        1.14%        2.11%    -36.40%     48.60%
 30 days     1147       61.5%      2.86%      3.67%     12.03%        2.97%        4.36%    -51.61%     61.45%
 90 days     1147       60.3%      4.99%      8.67%     23.69%        7.30%       10.04%    -60.83%     90.79%
180 days     1147       60.2%     10.10%     11.79%     36.46%        9.68%       13.90%    -69.79%    144.06%
365 days     1147       63.8%     17.45%     27.93%     60.65%       24.41%       31.44%    -70.21%    287.61%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.39%
Similar historical periods found: 582
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      582       54.8%      0.68%      1.43%      7.79%        0.80%        2.07%    -15.25%     63.56%
 14 days      582       56.7%      1.20%      1.82%      8.93%        1.09%        2.54%    -17.97%     62.44%
 30 days      582       56.4%      1.50%      3.60%     11.86%        2.63%        4.56%    -29.07%     54.23%
 90 days      582       68.4%     11.22%      7.95%     20.98%        6.24%        9.66%    -51.61%     88.48%
180 days      582       63.2%      7.60%     13.42%     37.03%       10.40%       16.43%    -58.85%    145.54%
365 days      582       60.1%     12.21%     22.42%     54.45%       17.99%       26.86%    -61.78%    283.16%


========================================================================================================================

Chart 2: ZW=F (Overvalued by 18.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $589.50
   +30d (1m): $488.62 ($418.49 - $570.49)
   +60d (2m): $479.67 ($410.81 - $560.07)
   +90d (3m): $470.88 ($403.26 - $549.84)
   90-day outlook: 📉 Bearish Trend (-20.1%)
   Confidence: 74.2% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.58%
Similar historical periods found: 775
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      775       46.6%     -0.38%      0.18%      6.29%       -0.26%        0.63%    -17.05%     53.88%
 14 days      775       43.9%     -1.52%     -0.16%      8.21%       -0.74%        0.42%    -21.18%     31.76%
 30 days      775       37.2%     -2.96%     -1.20%     11.28%       -1.99%       -0.40%    -33.88%     41.74%
 90 days      775       46.8%     -0.98%      0.63%     18.44%       -0.67%        1.93%    -42.89%     89.46%
180 days      775       47.4%     -1.57%      0.29%     24.03%       -1.40%        1.98%    -52.77%    130.22%
365 days      775       50.8%      0.75%      7.94%     38.37%        5.24%       10.65%    -56.04%    192.28%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.16%
Similar historical periods found: 709
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      709       50.9%      0.15%      0.58%      4.80%        0.22%        0.93%    -17.05%     21.00%
 14 days      709       51.1%      0.23%      1.03%      7.34%        0.48%        1.57%    -21.18%     67.08%
 30 days      709       53.0%      0.74%      1.26%      9.40%        0.56%        1.95%    -28.64%     46.98%
 90 days      709       60.1%      2.29%      4.04%     15.65%        2.88%        5.19%    -32.60%     99.90%
180 days      709       61.2%      4.21%      7.04%     20.73%        5.51%        8.56%    -35.30%    129.38%
365 days      709       71.8%     15.38%     18.11%     32.09%       15.75%       20.48%    -47.73%    192.28%


========================================================================================================================

Chart 3: ZS=F (Overvalued by 11.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.96 ($838.60 - $1.1K)
   +60d (2m): $921.52 ($821.24 - $1.0K)
   +90d (3m): $902.48 ($804.23 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.4%)
   Confidence: 86.9% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.09%
Similar historical periods found: 1516
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1516       51.3%      0.10%      0.11%      3.70%       -0.07%        0.30%    -17.51%     15.05%
 14 days     1516       51.9%      0.17%      0.30%      5.40%        0.03%        0.57%    -29.57%     18.87%
 30 days     1516       52.9%      0.46%      0.97%      7.47%        0.59%        1.35%    -30.16%     27.90%
 90 days     1516       53.8%      1.16%      2.35%     15.67%        1.56%        3.13%    -47.51%     52.68%
180 days     1516       47.8%     -1.17%      5.33%     23.85%        4.13%        6.53%    -50.70%     84.55%
365 days     1516       57.1%      4.22%     10.40%     32.61%        8.76%       12.05%    -46.28%    140.46%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.64%
Similar historical periods found: 826
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      826       46.9%     -0.29%     -0.33%      3.93%       -0.60%       -0.06%    -27.25%     15.05%
 14 days      826       50.7%      0.08%     -0.47%      6.00%       -0.88%       -0.06%    -36.02%     18.45%
 30 days      826       51.2%      0.39%     -0.10%      8.58%       -0.69%        0.49%    -38.74%     25.76%
 90 days      826       45.6%     -1.45%      0.65%     14.87%       -0.37%        1.67%    -46.22%     40.18%
180 days      826       51.6%      0.57%      4.88%     19.91%        3.52%        6.24%    -40.18%     82.54%
365 days      826       59.8%      5.57%     14.87%     35.59%       12.44%       17.30%    -39.46%    131.32%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7548
Best R-squared: 0.954565
Average annual growth: 78.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor
  🔴 OVERVALUED: 3 (10.3%) - Sell Warnings
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities

Optimal window distribution:
  30 days: 4 instruments (13.8%)
  60 days: 2 instruments (6.9%)
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  250 days: 1 instruments (3.4%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.959294 504 d        51.9%   $27.66          🟡 FAIR          -0.8%
2    NFLX            0.943460 504 d        75.2%   $1.2K           🟡 FAIR           7.5%
3    PM              0.941049 378 d        68.7%   $182.61         🟡 FAIR           6.3%
4    BRK-B           0.936763 504 d        25.6%   $485.14         🟡 FAIR          -7.7%
5    JPM             0.934394 504 d        44.2%   $273.96         🟡 FAIR          -1.4%
6    IBM             0.932707 504 d        46.9%   $283.21         🟡 FAIR           5.4%
7    MRK             0.928794 252 d       -39.2%   $79.29          🟡 FAIR           4.5%
8    WMT             0.926609 504 d        50.2%   $95.09          🟡 FAIR          -7.2%
9    COST            0.924988 504 d        47.3%   $974.90         🟢 UNDER        -13.3%
10   MSFT            0.921972 21  d       118.0%   $480.24         🟡 FAIR          -0.1%
11   AVGO            0.905013 504 d        76.9%   $251.26         🟡 FAIR           2.0%
12   MA              0.897514 504 d        23.2%   $538.73         🟡 FAIR          -5.9%
13   RTX             0.897475 42  d       211.0%   $145.87         🟡 FAIR           0.2%
14   V               0.892876 252 d        44.9%   $340.38         🟡 FAIR          -8.2%
15   NVDA            0.890012 42  d       930.9%   $145.48         🟡 FAIR          -5.2%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9593)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.66
   +30d (1m): $29.30 ($26.56 - $32.32)
   +60d (2m): $30.79 ($27.91 - $33.97)
   +90d (3m): $32.36 ($29.33 - $35.70)
   90-day outlook: 📈 Bullish Trend (+17.0%)
   Confidence: 95.9% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.78%
Similar historical periods found: 2402
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2402       54.6%      0.34%      0.49%      3.52%        0.34%        0.63%    -14.30%     16.63%
 14 days     2402       56.9%      0.79%      0.95%      4.97%        0.75%        1.15%    -26.43%     23.13%
 30 days     2402       59.0%      1.58%      1.32%      6.69%        1.05%        1.58%    -30.38%     28.96%
 90 days     2402       67.1%      4.68%      4.35%     11.09%        3.90%        4.79%    -41.80%     44.75%
180 days     2402       73.2%      7.47%      9.16%     16.54%        8.50%        9.82%    -41.78%     59.21%
365 days     2402       77.6%     17.67%     22.12%     28.54%       20.98%       23.26%    -49.85%    114.78%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.91%
Similar historical periods found: 2495
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2495       57.8%      0.58%      0.44%      3.30%        0.31%        0.57%    -18.13%     14.88%
 14 days     2495       59.9%      1.15%      0.87%      4.57%        0.69%        1.05%    -18.80%     21.25%
 30 days     2495       63.2%      2.49%      1.87%      6.38%        1.62%        2.12%    -27.97%     21.74%
 90 days     2495       66.3%      6.33%      5.68%     11.55%        5.23%        6.14%    -39.56%     38.06%
180 days     2495       73.7%     11.28%     11.47%     16.60%       10.82%       12.12%    -39.18%     55.60%
365 days     2495       80.0%     18.38%     22.09%     26.75%       21.04%       23.14%    -56.36%    111.80%


========================================================================================================================

Chart 2: NFLX (R² = 0.9435)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.2K
   +30d (1m): $1.2K ($1.0K - $1.4K)
   +60d (2m): $1.3K ($1.1K - $1.5K)
   +90d (3m): $1.4K ($1.2K - $1.6K)
   90-day outlook: 📈 Bullish Trend (+13.7%)
   Confidence: 94.3% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.44%
Similar historical periods found: 936
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      936       55.9%      0.74%      0.76%      7.82%        0.26%        1.26%    -40.75%     27.03%
 14 days      936       57.7%      1.68%      1.71%     11.37%        0.98%        2.44%    -50.34%     46.29%
 30 days      936       64.1%      5.62%      5.30%     16.30%        4.25%        6.34%    -53.55%     53.66%
 90 days      936       65.3%     12.24%     13.50%     38.25%       11.04%       15.95%    -77.31%    207.22%
180 days      936       69.0%     24.62%     32.00%     63.71%       27.91%       36.08%    -73.29%    345.64%
365 days      936       66.8%     46.16%     64.64%    116.97%       57.14%       72.15%    -76.04%    697.93%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.55%
Similar historical periods found: 761
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      761       59.3%      1.76%      2.26%      7.86%        1.70%        2.82%    -23.80%     32.73%
 14 days      761       64.5%      3.78%      4.54%     10.50%        3.79%        5.29%    -22.09%     41.63%
 30 days      761       69.5%      7.06%      7.61%     16.25%        6.45%        8.76%    -40.50%     65.13%
 90 days      761       67.0%     15.09%     15.59%     37.83%       12.90%       18.28%    -74.83%    154.52%
180 days      761       66.9%     33.38%     34.87%     68.37%       30.00%       39.73%    -72.13%    347.47%
365 days      761       75.4%     70.39%     85.75%    114.73%       77.59%       93.92%    -77.46%    469.13%


========================================================================================================================

Chart 3: PM (R² = 0.9410)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $182.61
   +30d (1m): $182.78 ($163.37 - $204.49)
   +60d (2m): $194.53 ($173.84 - $217.67)
   +90d (3m): $207.03 ($184.98 - $231.70)
   90-day outlook: 📈 Bullish Trend (+13.4%)
   Confidence: 94.1% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.90%
Similar historical periods found: 1129
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1129       53.4%      0.22%      0.06%      3.10%       -0.12%        0.25%    -15.56%      8.88%
 14 days     1129       53.4%      0.47%      0.14%      4.41%       -0.12%        0.40%    -19.34%     16.08%
 30 days     1129       51.6%      0.31%      0.08%      7.25%       -0.34%        0.51%    -27.19%     20.96%
 90 days     1129       53.1%      0.85%      1.04%     11.20%        0.39%        1.70%    -30.57%     33.98%
180 days     1129       64.6%      3.90%      6.08%     14.58%        5.23%        6.94%    -31.92%     44.24%
365 days     1129       75.8%     12.93%     17.11%     21.26%       15.87%       18.36%    -27.09%     70.72%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.57%
Similar historical periods found: 303
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      303       63.4%      0.72%      0.50%      2.88%        0.17%        0.82%    -10.06%      7.88%
 14 days      303       60.7%      1.14%      1.02%      3.94%        0.57%        1.46%    -10.75%     10.58%
 30 days      303       66.3%      2.57%      2.51%      5.28%        1.91%        3.10%    -13.95%     13.15%
 90 days      303       72.9%      5.00%      3.31%      8.42%        2.36%        4.26%    -21.09%     21.00%
180 days      303       69.3%      6.30%      7.14%     11.39%        5.85%        8.42%    -13.19%     30.03%
365 days      303       73.9%     19.23%     17.11%     26.94%       14.07%       20.16%    -28.08%     65.31%


========================================================================================================================

Chart 4: BRK-B (R² = 0.9368)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $485.14
   +30d (1m): $540.31 ($505.01 - $578.07)
   +60d (2m): $555.18 ($518.89 - $594.02)
   +90d (3m): $570.47 ($533.14 - $610.41)
   90-day outlook: 📈 Bullish Trend (+17.6%)
   Confidence: 93.7% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.31%
Similar historical periods found: 1284
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1284       55.2%      0.31%      0.34%      3.72%        0.14%        0.54%    -18.48%     18.94%
 14 days     1284       56.9%      0.73%      0.85%      5.26%        0.56%        1.13%    -25.32%     21.07%
 30 days     1284       63.5%      2.12%      2.01%      7.04%        1.63%        2.40%    -22.91%     26.34%
 90 days     1284       66.0%      4.57%      3.99%     11.09%        3.38%        4.59%    -37.33%     52.60%
180 days     1284       72.7%      6.75%      7.76%     17.71%        6.80%        8.73%    -45.33%     76.83%
365 days     1284       81.6%     15.43%     17.88%     22.01%       16.67%       19.08%    -39.29%     94.01%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.62%
Similar historical periods found: 1443
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1443       57.9%      0.40%      0.52%      2.89%        0.38%        0.67%    -15.52%     18.94%
 14 days     1443       62.3%      0.90%      0.95%      4.01%        0.74%        1.15%    -21.86%     21.07%
 30 days     1443       66.7%      1.89%      2.09%      5.49%        1.81%        2.38%    -19.63%     26.34%
 90 days     1443       76.4%      5.98%      6.18%     10.44%        5.64%        6.72%    -29.55%     54.28%
180 days     1443       75.4%     11.31%     10.50%     14.13%        9.77%       11.23%    -36.08%     80.82%
365 days     1443       87.5%     20.68%     21.81%     22.59%       20.64%       22.98%    -31.70%    135.89%


========================================================================================================================

Chart 5: JPM (R² = 0.9344)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $273.96
   +30d (1m): $290.18 ($259.82 - $324.08)
   +60d (2m): $303.10 ($271.36 - $338.54)
   +90d (3m): $316.59 ($283.42 - $353.65)
   90-day outlook: 📈 Bullish Trend (+15.6%)
   Confidence: 93.4% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.91%
Similar historical periods found: 2498
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2498       53.0%      0.32%      0.33%      4.76%        0.14%        0.52%    -16.03%     32.38%
 14 days     2498       54.8%      0.70%      0.80%      6.36%        0.56%        1.05%    -22.26%     36.79%
 30 days     2498       55.9%      1.26%      1.37%      9.59%        1.00%        1.75%    -45.44%     72.53%
 90 days     2498       57.4%      2.45%      3.37%     17.33%        2.69%        4.05%    -57.47%     87.40%
180 days     2498       64.4%      9.52%      9.44%     24.04%        8.50%       10.38%    -61.66%    131.14%
365 days     2498       70.4%     16.69%     21.82%     36.92%       20.37%       23.27%    -69.00%    233.69%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.06%
Similar historical periods found: 1131
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1131       50.9%      0.16%      0.18%      4.70%       -0.09%        0.46%    -23.01%     24.52%
 14 days     1131       53.5%      0.58%      0.31%      6.84%       -0.09%        0.71%    -36.36%     20.27%
 30 days     1131       55.9%      1.10%      1.04%      9.48%        0.49%        1.59%    -45.44%     39.60%
 90 days     1131       63.8%      6.31%      4.90%     18.31%        3.84%        5.97%    -55.61%     69.98%
180 days     1131       63.3%      7.71%      9.12%     23.06%        7.77%       10.46%    -55.11%     77.11%
365 days     1131       70.2%     16.75%     19.79%     31.66%       17.95%       21.64%    -54.18%    154.16%


========================================================================================================================

Chart 6: IBM (R² = 0.9327)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $283.21
   +30d (1m): $281.27 ($250.05 - $316.40)
   +60d (2m): $294.45 ($261.73 - $331.25)
   +90d (3m): $308.23 ($273.96 - $346.80)
   90-day outlook: 📈 Bullish Trend (+8.8%)
   Confidence: 93.3% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.44%
Similar historical periods found: 1841
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1841       54.6%      0.40%      0.38%      3.73%        0.21%        0.55%    -16.00%     15.16%
 14 days     1841       56.3%      0.68%      0.61%      5.43%        0.36%        0.86%    -31.39%     17.17%
 30 days     1841       59.2%      1.67%      1.06%      8.24%        0.68%        1.43%    -38.51%     29.10%
 90 days     1841       66.9%      4.91%      5.39%     13.86%        4.76%        6.02%    -35.94%     48.37%
180 days     1841       68.5%      9.57%     11.47%     23.42%       10.40%       12.54%    -47.81%    105.19%
365 days     1841       72.7%     15.86%     23.00%     34.78%       21.41%       24.59%    -51.01%    129.54%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.73%
Similar historical periods found: 3030
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     3030       52.5%      0.20%      0.14%      3.52%        0.02%        0.27%    -19.08%     16.17%
 14 days     3030       54.3%      0.50%      0.47%      4.95%        0.29%        0.64%    -22.03%     23.18%
 30 days     3030       54.1%      0.73%      0.98%      7.54%        0.72%        1.25%    -38.51%     38.94%
 90 days     3030       56.0%      2.02%      2.40%     14.66%        1.87%        2.92%    -42.49%     65.48%
180 days     3030       58.2%      4.09%      5.54%     21.73%        4.77%        6.32%    -52.53%    103.48%
365 days     3030       66.9%     11.01%     17.32%     33.29%       16.13%       18.50%    -53.76%    145.20%


========================================================================================================================

Chart 7: MRK (R² = 0.9288)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $79.29
   +30d (1m): $71.50 ($66.05 - $77.39)
   +60d (2m): $67.39 ($62.24 - $72.96)
   +90d (3m): $63.51 ($58.64 - $68.79)
   90-day outlook: 📉 Bearish Trend (-19.9%)
   Confidence: 92.9% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.32%
Similar historical periods found: 3755
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     3755       54.5%      0.46%      0.37%      4.02%        0.24%        0.49%    -32.68%     15.91%
 14 days     3755       55.9%      0.85%      0.59%      5.71%        0.40%        0.77%    -32.08%     20.99%
 30 days     3755       60.0%      1.89%      1.69%      8.34%        1.42%        1.95%    -42.12%     27.48%
 90 days     3755       66.9%      5.78%      5.56%     13.78%        5.11%        6.00%    -44.35%     53.65%
180 days     3755       70.5%     10.44%     10.81%     20.41%       10.16%       11.47%    -48.38%     94.39%
365 days     3755       72.3%     19.81%     22.86%     36.43%       21.70%       24.03%    -55.26%    203.73%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.45%
Similar historical periods found: 1972
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1972       53.7%      0.41%      0.32%      4.11%        0.14%        0.50%    -18.04%     15.91%
 14 days     1972       56.1%      0.79%      0.71%      5.62%        0.46%        0.96%    -26.37%     19.15%
 30 days     1972       56.2%      1.35%      1.20%      8.07%        0.85%        1.56%    -31.23%     24.12%
 90 days     1972       66.0%      5.23%      5.10%     13.77%        4.49%        5.71%    -38.93%     47.52%
180 days     1972       62.6%      8.73%      8.56%     20.70%        7.64%        9.47%    -40.72%     73.47%
365 days     1972       70.2%     22.06%     22.13%     35.58%       20.55%       23.70%    -47.96%    134.89%


========================================================================================================================

Chart 8: WMT (R² = 0.9266)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $95.09
   +30d (1m): $107.50 ($94.36 - $122.48)
   +60d (2m): $112.84 ($99.03 - $128.56)
   +90d (3m): $118.43 ($103.93 - $134.96)
   90-day outlook: 📈 Bullish Trend (+24.5%)
   Confidence: 92.7% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.28%
Similar historical periods found: 2755
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2755       55.3%      0.48%      0.57%      4.48%        0.40%        0.73%    -29.31%     36.71%
 14 days     2755       57.8%      0.90%      1.21%      6.22%        0.98%        1.44%    -34.11%     36.51%
 30 days     2755       62.5%      2.45%      2.83%      9.07%        2.49%        3.17%    -43.41%     63.76%
 90 days     2755       70.8%      5.79%      7.71%     16.09%        7.11%        8.31%    -58.85%    102.47%
180 days     2755       73.8%     10.66%     13.78%     24.04%       12.88%       14.68%    -52.94%    148.90%
365 days     2755       76.4%     18.42%     33.59%     50.51%       31.71%       35.48%    -52.00%    337.32%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.51%
Similar historical periods found: 1675
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1675       56.2%      0.68%      0.64%      4.09%        0.45%        0.84%    -24.58%     16.06%
 14 days     1675       60.1%      1.21%      1.24%      5.62%        0.97%        1.51%    -29.10%     26.62%
 30 days     1675       65.7%      2.61%      2.49%      7.86%        2.11%        2.86%    -31.15%     47.56%
 90 days     1675       69.2%      5.48%      5.95%     13.96%        5.28%        6.62%    -50.00%     74.36%
180 days     1675       72.4%      9.29%     12.56%     22.04%       11.50%       13.61%    -50.44%    145.23%
365 days     1675       74.6%     13.45%     24.45%     41.52%       22.46%       26.44%    -61.41%    300.89%


========================================================================================================================

Chart 9: COST (R² = 0.9250)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $974.90
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+32.4%)
   Confidence: 92.5% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.52%
Similar historical periods found: 1824
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1824       56.9%      0.78%      0.72%      4.89%        0.49%        0.94%    -41.53%     24.40%
 14 days     1824       57.2%      1.19%      1.27%      6.82%        0.96%        1.58%    -38.12%     32.76%
 30 days     1824       60.9%      2.45%      2.43%      9.57%        1.99%        2.86%    -41.85%     33.52%
 90 days     1824       70.1%      7.62%      6.89%     15.18%        6.19%        7.59%    -47.84%     80.70%
180 days     1824       79.0%     13.82%     13.24%     21.41%       12.26%       14.22%    -45.64%     82.79%
365 days     1824       80.0%     25.97%     27.19%     35.33%       25.57%       28.82%    -51.26%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.48%
Similar historical periods found: 1177
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1177       57.7%      0.86%      0.56%      4.92%        0.28%        0.84%    -26.99%     19.60%
 14 days     1177       60.8%      1.81%      1.32%      6.88%        0.93%        1.72%    -27.10%     28.63%
 30 days     1177       68.5%      3.47%      3.34%      9.70%        2.79%        3.90%    -37.74%     34.96%
 90 days     1177       75.3%      9.86%      8.49%     16.72%        7.54%        9.45%    -48.69%     59.02%
180 days     1177       76.5%     14.94%     13.93%     21.90%       12.68%       15.18%    -42.11%     82.54%
365 days     1177       79.5%     29.76%     28.35%     31.65%       26.54%       30.16%    -44.98%    189.54%


========================================================================================================================

Chart 10: MSFT (R² = 0.9220)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $480.24
   +30d (1m): $527.35 ($516.82 - $538.09)
   +60d (2m): $578.63 ($560.94 - $596.88)
   Confidence: 92.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.03%
Similar historical periods found: 2105
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2105       57.4%      0.69%      0.82%      4.77%        0.62%        1.03%    -36.29%     27.98%
 14 days     2105       59.8%      1.61%      1.90%      7.16%        1.59%        2.21%    -29.05%     40.41%
 30 days     2105       59.3%      2.35%      3.33%     10.86%        2.86%        3.79%    -41.13%     59.07%
 90 days     2105       69.5%      8.19%      9.97%     19.77%        9.12%       10.81%    -42.58%    164.92%
180 days     2105       76.8%     18.24%     22.13%     32.86%       20.72%       23.53%    -52.51%    321.67%
365 days     2105       81.2%     39.45%     50.25%     59.18%       47.72%       52.78%    -52.37%    351.97%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.65%
Similar historical periods found: 1985
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1985       55.4%      0.50%      0.42%      4.37%        0.23%        0.61%    -21.06%     21.67%
 14 days     1985       55.0%      0.77%      0.69%      6.36%        0.42%        0.97%    -29.57%     30.80%
 30 days     1985       61.1%      2.22%      2.41%      9.81%        1.98%        2.84%    -36.55%     47.66%
 90 days     1985       70.5%      9.37%      9.28%     17.74%        8.50%       10.06%    -46.67%    122.67%
180 days     1985       71.4%     19.68%     19.76%     30.57%       18.41%       21.10%    -53.71%    180.00%
365 days     1985       77.0%     39.45%     44.69%     54.80%       42.27%       47.10%    -56.29%    242.98%


========================================================================================================================

Chart 11: AVGO (R² = 0.9050)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $251.26
   +30d (1m): $263.53 ($213.50 - $325.29)
   +60d (2m): $282.04 ($228.45 - $348.20)
   +90d (3m): $301.86 ($244.46 - $372.74)
   90-day outlook: 📈 Bullish Trend (+20.1%)
   Confidence: 90.5% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 25.57%
Similar historical periods found: 260
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      260       45.0%     -0.49%     -0.49%      4.65%       -1.06%        0.08%    -13.34%     14.09%
 14 days      260       52.7%      0.72%     -0.57%      6.67%       -1.39%        0.24%    -21.15%     15.86%
 30 days      260       52.3%      1.19%      0.64%      9.43%       -0.51%        1.80%    -26.00%     20.64%
 90 days      260       80.4%     12.12%     12.40%     13.62%       10.73%       14.06%    -18.60%     47.19%
180 days      260       83.8%     28.00%     31.39%     27.95%       27.97%       34.80%    -27.13%     80.99%
365 days      260       95.8%     62.02%     73.47%     58.38%       66.35%       80.60%    -29.38%    210.68%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.07%
Similar historical periods found: 671
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      671       60.2%      1.33%      1.04%      4.70%        0.69%        1.40%    -21.51%     23.61%
 14 days      671       58.4%      1.47%      1.75%      7.29%        1.19%        2.30%    -28.15%     29.88%
 30 days      671       61.3%      2.99%      3.90%     12.13%        2.98%        4.81%    -46.13%     44.72%
 90 days      671       75.0%     10.70%     12.09%     18.41%       10.70%       13.49%    -37.88%     66.03%
180 days      671       79.4%     21.09%     26.01%     28.71%       23.84%       28.19%    -43.02%    104.09%
365 days      671       97.0%     52.01%     62.34%     52.27%       58.38%       66.30%    -18.08%    223.01%


========================================================================================================================

Chart 12: MA (R² = 0.8975)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $538.73
   +30d (1m): $586.86 ($541.53 - $635.99)
   +60d (2m): $601.63 ($555.12 - $652.03)
   +90d (3m): $616.77 ($569.05 - $668.49)
   90-day outlook: 📈 Bullish Trend (+14.5%)
   Confidence: 89.8% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.62%
Similar historical periods found: 704
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      704       60.7%      1.09%      1.14%      4.75%        0.78%        1.49%    -13.43%     21.58%
 14 days      704       66.5%      2.10%      2.07%      6.76%        1.57%        2.57%    -31.08%     22.67%
 30 days      704       76.3%      5.21%      4.86%      9.24%        4.18%        5.55%    -34.19%     32.39%
 90 days      704       81.5%     11.64%     12.11%     18.62%       10.73%       13.48%    -55.71%    133.25%
180 days      704       85.9%     14.91%     19.56%     24.58%       17.74%       21.38%    -51.28%    144.91%
365 days      704       91.8%     30.85%     39.49%     41.25%       36.44%       42.55%    -19.21%    377.84%


========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.12%
Similar historical periods found: 363
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      363       59.2%      1.04%      1.10%      5.86%        0.50%        1.71%    -21.63%     29.55%
 14 days      363       60.6%      1.63%      1.65%      6.78%        0.96%        2.35%    -17.15%     31.66%
 30 days      363       71.1%      3.59%      4.24%      8.78%        3.34%        5.15%    -33.07%     38.23%
 90 days      363       84.0%     10.04%      9.87%     11.34%        8.70%       11.04%    -38.03%     41.72%
180 days      363       84.6%     15.68%     17.75%     18.51%       15.84%       19.66%    -26.22%    134.35%
365 days      363       95.9%     30.86%     32.98%     24.40%       30.46%       35.50%     -9.92%    105.37%


========================================================================================================================

Chart 13: RTX (R² = 0.8975)
Error plotting RTX: index 131 is out of bounds for axis 0 with size 102

Chart 14: V (R² = 0.8929)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $340.38
   +30d (1m): $387.70 ($360.11 - $417.41)
   +60d (2m): $405.20 ($376.26 - $436.38)
   +90d (3m): $423.50 ($393.12 - $456.22)
   90-day outlook: 📈 Bullish Trend (+24.4%)
   Confidence: 89.3% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.94%
Similar historical periods found: 801
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      801       59.8%      0.86%      0.66%      4.02%        0.39%        0.94%    -14.16%     17.60%
 14 days      801       62.9%      1.55%      1.24%      5.76%        0.84%        1.64%    -28.35%     21.45%
 30 days      801       68.9%      4.17%      2.99%      7.93%        2.44%        3.54%    -33.04%     29.83%
 90 days      801       81.8%      9.26%      8.41%     12.27%        7.56%        9.26%    -42.85%     36.20%
180 days      801       85.1%     15.49%     15.69%     15.70%       14.60%       16.78%    -39.83%     61.06%
365 days      801       93.3%     34.30%     34.45%     22.99%       32.85%       36.04%    -11.25%    103.00%


========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.87%
Similar historical periods found: 431
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      431       64.0%      1.28%      0.93%      4.64%        0.49%        1.37%    -15.10%     22.01%
 14 days      431       65.4%      1.84%      1.48%      6.17%        0.90%        2.06%    -16.84%     24.42%
 30 days      431       71.5%      3.52%      3.31%      7.56%        2.60%        4.03%    -31.90%     29.83%
 90 days      431       78.7%      7.74%      8.15%     10.54%        7.15%        9.15%    -27.36%     34.39%
180 days      431       87.5%     17.54%     17.17%     15.42%       15.71%       18.63%    -18.68%     60.79%
365 days      431       92.8%     37.10%     36.58%     23.50%       34.35%       38.80%     -8.20%    104.77%


========================================================================================================================

Chart 15: NVDA (R² = 0.8900)
Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102

========================================================================================================================
🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    COST             13.3%  0.924988     47.3%   $974.90            15.3%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: COST (Undervalued by 13.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $974.90
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+32.4%)
   Confidence: 92.5% | Valuation: UNDERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.52%
Similar historical periods found: 1824
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1824       56.9%      0.78%      0.72%      4.89%        0.49%        0.94%    -41.53%     24.40%
 14 days     1824       57.2%      1.19%      1.27%      6.82%        0.96%        1.58%    -38.12%     32.76%
 30 days     1824       60.9%      2.45%      2.43%      9.57%        1.99%        2.86%    -41.85%     33.52%
 90 days     1824       70.1%      7.62%      6.89%     15.18%        6.19%        7.59%    -47.84%     80.70%
180 days     1824       79.0%     13.82%     13.24%     21.41%       12.26%       14.22%    -45.64%     82.79%
365 days     1824       80.0%     25.97%     27.19%     35.33%       25.57%       28.82%    -51.26%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.48%
Similar historical periods found: 1177
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1177       57.7%      0.86%      0.56%      4.92%        0.28%        0.84%    -26.99%     19.60%
 14 days     1177       60.8%      1.81%      1.32%      6.88%        0.93%        1.72%    -27.10%     28.63%
 30 days     1177       68.5%      3.47%      3.34%      9.70%        2.79%        3.90%    -37.74%     34.96%
 90 days     1177       75.3%      9.86%      8.49%     16.72%        7.54%        9.45%    -48.69%     59.02%
180 days     1177       76.5%     14.94%     13.93%     21.90%       12.68%       15.18%    -42.11%     82.54%
365 days     1177       79.5%     29.76%     28.35%     31.65%       26.54%       30.16%    -44.98%    189.54%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             25.4%  0.759177    -45.7%   $21.49             20.3%  378 d
2    UNH              15.2%  0.822805    -95.7%   $307.20            13.2%  63  d

📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 25.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $21.49
   +30d (1m): $15.93 ($11.86 - $21.39)
   +60d (2m): $14.81 ($11.03 - $19.90)
   +90d (3m): $13.77 ($10.25 - $18.51)
   90-day outlook: 📉 Bearish Trend (-35.9%)
   Confidence: 75.9% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS:
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.77%
Similar historical periods found: 2277
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     2277       53.0%      0.42%      0.31%      6.00%        0.06%        0.55%    -50.46%     31.25%
 14 days     2277       53.1%      0.64%      0.55%      7.97%        0.22%        0.88%    -46.64%     37.65%
 30 days     2277       56.0%      1.58%      1.97%     12.95%        1.44%        2.50%    -51.73%     79.41%
 90 days     2277       58.5%      4.76%      8.38%     26.14%        7.31%        9.46%    -58.36%    112.94%
180 days     2277       59.9%      6.66%     13.48%     36.34%       11.99%       14.97%    -68.32%    160.00%
365 days     2277       62.0%     12.47%     24.08%     54.08%       21.85%       26.30%    -66.87%    273.20%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.51%
Similar historical periods found: 1673
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1673       51.9%      0.37%      0.30%      5.52%        0.03%        0.56%    -34.09%     21.05%
 14 days     1673       54.5%      0.81%      0.59%      7.83%        0.22%        0.97%    -40.44%     34.95%
 30 days     1673       56.2%      1.64%      1.50%     11.97%        0.93%        2.08%    -47.74%     62.79%
 90 days     1673       59.2%      3.89%      6.23%     22.18%        5.16%        7.29%    -53.64%    119.77%
180 days     1673       59.8%      5.96%     12.57%     35.40%       10.88%       14.27%    -66.84%    152.33%
365 days     1673       62.3%     12.38%     22.03%     49.57%       19.65%       24.41%    -57.20%    253.86%


========================================================================================================================

Chart 2: UNH (Overvalued by 15.2%)
Error plotting UNH: index 152 is out of bounds for axis 0 with size 123

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 50
Average R-squared: 0.8031
Best R-squared: 0.959294
Average annual growth: 120.7%

Valuation breakdown:
  🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor
  🔴 OVERVALUED: 2 (4.0%) - Sell Warnings
  🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 3 instruments (6.0%)
  42 days (~2m): 12 instruments (24.0%)
  63 days (~3m): 2 instruments (4.0%)
  84 days (~4m): 2 instruments (4.0%)
  126 days (~6m): 3 instruments (6.0%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 6 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    FARTCOIN-USD     42.4%  0.805152  29545.0%     57.6  $1.04          
4    FTN-USD          11.1%  0.989746    136.2%     46.2  $4.43          
5    BTC-USD          11.8%  0.936020    103.4%     44.5  $104.7K        
6    LEO-USD          11.8%  0.891319     74.5%     42.8  $8.99          

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884221     86.5%     53.1  $8.8K          
2    KC=F             20.2%  0.931899     70.1%     49.4  $319.70        

🟢 TOP 1 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    COST             13.3%  0.924988     47.3%     45.0  $974.90        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 170
Average trend reliability (R²): 0.7612
Best trend reliability: 0.989746

Asset distribution:
  Crypto: 91 instruments (53.5%) - Avg Growth: 854845.2%
  Stock: 50 instruments (29.4%) - Avg Growth: 120.7%
  Futures: 29 instruments (17.1%) - Avg Growth: 78.0%

Overall valuation summary:
  🟡 Fair Value: 86 (50.6%) - Hold/Monitor
  🔴 Overvalued: 18 (10.6%) - Sell Warnings
  🟢 Undervalued: 16 (9.4%) - Buy Opportunities

📊 Total charts displayed: UP TO 135 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 170 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: ROC-based predictive analysis for each instrument
================================================================================
Found master dataset, starting ROC Z-Score analysis...
🚀 STARTING ROC Z-SCORE MOMENTUM ANALYSIS
================================================================================
🔍 ANALYZING ROC 30 Z-SCORE MOMENTUM
================================================================================
ROC Period: 30 days | Z-Score Window: 2000 days

Processing 97 crypto instruments...
  Progress: 25/97 crypto instruments processed
  Progress: 50/97 crypto instruments processed
  Progress: 75/97 crypto instruments processed
  Completed: 39/97 crypto instruments with valid data

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed
  Completed: 28/29 futures instruments with valid data

Processing 50 stock instruments...
  Progress: 25/50 stock instruments processed
  Progress: 50/50 stock instruments processed
  Completed: 50/50 stock instruments with valid data

✅ Analysis complete: 117 instruments analyzed

========================================================================================================================
🚀 TOP & BOTTOM 10 ROC Z-SCORE PERFORMERS BY ASSET TYPE
========================================================================================================================

🟢 TOP 10 CRYPTO - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    BCH-USD            0.65      25.4%  $494.03         ➡️ ELEVATED
2    PAXG-USD           0.31       2.6%  $3.4K           ➡️ ELEVATED
3    JUP-USD           -0.05      40.4%  $0.001193       ➡️ ELEVATED
4    SKY-USD           -0.12      -1.4%  $0.036899       ➡️ ELEVATED
5    ZEC-USD           -0.12       1.4%  $41.76          ➡️ ELEVATED
6    ARB-USD           -0.12      -0.0%  $0.001056       ➡️ ELEVATED
7    LEO-USD           -0.12       2.6%  $8.99           ➡️ ELEVATED
8    TRUMP-USD         -0.14       2.2%  $0.000595       ➡️ ELEVATED
9    A-USD             -0.15     -14.6%  $0.000529       ➡️ ELEVATED
10   PI-USD            -0.16       0.0%  $0.002050       ➡️ ELEVATED

🔴 BOTTOM 10 CRYPTO - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    GT-USD            -1.11     -27.6%  $15.58          🔴 LOW
2    VET-USD           -0.79     -24.1%  $0.021627       ⬇️ WEAK
3    XMR-USD           -0.73     -10.7%  $314.51         ⬇️ WEAK
4    LINK-USD          -0.72     -16.2%  $13.15          ⬇️ WEAK
5    THETA-USD         -0.71     -25.0%  $0.683229       ⬇️ WEAK
6    ALGO-USD          -0.69     -23.8%  $0.170905       ⬇️ WEAK
7    ADA-USD           -0.69     -19.5%  $0.600671       ⬇️ WEAK
8    BTT-USD           -0.64     -36.7%  $0.000001       ⬇️ WEAK
9    ATOM-USD          -0.62     -17.0%  $4.02           ⬇️ WEAK
10   HBAR-USD          -0.56     -24.5%  $0.147136       ⬇️ WEAK

📊 CRYPTO STATISTICS:
  Total instruments: 39
  Average Z-score: -0.37
  Z-score range: -1.11 to 0.65
  Average ROC: -8.1%
  ROC range: -36.7% to 40.4%

  Z-Score Distribution:
    Extreme High (≥2.0): 0 (0.0%)
    High (1.0-2.0): 0 (0.0%)
    Normal (-1.0-1.0): 38 (97.4%)
    Low (-2.0--1.0): 1 (2.6%)
    Extreme Low (≤-2.0): 0 (0.0%)

🟢 TOP 10 FUTURES - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    PL=F               3.69      31.2%  $1.3K           🔥 EXTREME HIGH
2    HO=F               2.16      30.7%  $2.58           🔥 EXTREME HIGH
3    BZ=F               1.71      24.9%  $76.31          📈 VERY HIGH
4    CL=F               1.43      29.2%  $75.01          🟢 HIGH
5    HE=F               1.38      22.5%  $112.18         🟢 HIGH
6    ZW=F               1.22      13.6%  $589.50         🟢 HIGH
7    SI=F               1.08      11.8%  $36.35          🟢 HIGH
8    NQ=F               0.78       7.6%  $21.5K          ➡️ ELEVATED
9    RB=F               0.71      13.7%  $2.30           ➡️ ELEVATED
10   PA=F               0.61       7.6%  $1.1K           ➡️ ELEVATED

🔴 BOTTOM 10 FUTURES - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    KC=F              -2.03     -20.3%  $319.70         ❄️ EXTREME LOW
2    OJ=F              -1.56     -16.0%  $237.60         📉 VERY LOW
3    DX=F              -0.89      -2.0%  $98.50          ⬇️ WEAK
4    CT=F              -0.89      -7.9%  $66.23          ⬇️ WEAK
5    SB=F              -0.74      -6.3%  $16.35          ⬇️ WEAK
6    CC=F              -0.55      -4.5%  $8.8K           ⬇️ WEAK
7    LE=F              -0.33      -0.9%  $211.77         ⬇️ WEAK
8    GC=F              -0.33       0.1%  $3.4K           ⬇️ WEAK
9    ZB=F              -0.30      -1.5%  $113.62         ⬇️ WEAK
10   ZN=F              -0.21      -0.6%  $110.89         ⬇️ WEAK

📊 FUTURES STATISTICS:
  Total instruments: 28
  Average Z-score: 0.30
  Z-score range: -2.03 to 3.69
  Average ROC: 5.6%
  ROC range: -20.3% to 31.2%

  Z-Score Distribution:
    Extreme High (≥2.0): 2 (7.1%)
    High (1.0-2.0): 5 (17.9%)
    Normal (-1.0-1.0): 19 (67.9%)
    Low (-2.0--1.0): 1 (3.6%)
    Extreme Low (≤-2.0): 1 (3.6%)

🟢 TOP 10 STOCK - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    ORCL               4.26      42.8%  $210.87         🔥 EXTREME HIGH
2    TXN                2.60      23.1%  $198.35         🔥 EXTREME HIGH
3    DIS                2.49      27.9%  $117.86         🔥 EXTREME HIGH
4    AVGO               1.71      25.6%  $251.26         📈 VERY HIGH
5    IBM                1.52      14.4%  $283.21         📈 VERY HIGH
6    RTX                1.44      14.4%  $145.87         🟢 HIGH
7    AMD                1.24      28.6%  $126.79         🟢 HIGH
8    NVDA               1.19      28.1%  $145.48         🟢 HIGH
9    CSCO               1.19      11.2%  $65.84          🟢 HIGH
10   AMZN               1.14      14.9%  $212.52         🟢 HIGH

🔴 BOTTOM 10 STOCK - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
----------------------------------------------------------------------------------------------------
Rank Symbol          Z-Score    ROC%       Price           Status         
----------------------------------------------------------------------------------------------------
1    UNH               -2.58     -21.6%  $307.20         ❄️ EXTREME LOW
2    BRK-B             -1.17      -5.3%  $485.14         🔴 LOW
3    VZ                -1.06      -5.6%  $41.67          🔴 LOW
4    COST              -0.89      -3.5%  $974.90         ⬇️ WEAK
5    MA                -0.84      -3.6%  $538.73         ⬇️ WEAK
6    WMT               -0.84      -3.3%  $95.09          ⬇️ WEAK
7    LOW               -0.74      -5.5%  $210.83         ⬇️ WEAK
8    KO                -0.70      -2.8%  $69.21          ⬇️ WEAK
9    CRM               -0.66      -4.9%  $259.50         ⬇️ WEAK
10   V                 -0.65      -1.9%  $340.38         ⬇️ WEAK

📊 STOCK STATISTICS:
  Total instruments: 50
  Average Z-score: 0.30
  Z-score range: -2.58 to 4.26
  Average ROC: 6.3%
  ROC range: -21.6% to 42.8%

  Z-Score Distribution:
    Extreme High (≥2.0): 3 (6.0%)
    High (1.0-2.0): 9 (18.0%)
    Normal (-1.0-1.0): 35 (70.0%)
    Low (-2.0--1.0): 2 (4.0%)
    Extreme Low (≤-2.0): 1 (2.0%)

================================================================================
📊 DISPLAYING CHARTS FOR TOP & BOTTOM 5 PERFORMERS (5 YEARS OR MAX DATA)
================================================================================

🟢 TOP 5 CRYPTO MOMENTUM LEADERS:
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Chart 1: BCH-USD (Z-Score: +0.65)
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📊 MOMENTUM ANALYSIS - BCH
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Current ROC 30: +25.4%
Historical ROC Mean: +5.1%
Current Z-Score: +0.65
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 2: PAXG-USD (Z-Score: +0.31)
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📊 MOMENTUM ANALYSIS - PAXG
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Current ROC 30: +2.6%
Historical ROC Mean: +1.3%
Current Z-Score: +0.31
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 3: JUP-USD (Z-Score: -0.05)
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📊 MOMENTUM ANALYSIS - JUP
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Current ROC 30: +40.4%
Historical ROC Mean: +280.4%
Current Z-Score: -0.05
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 4: SKY-USD (Z-Score: -0.12)
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📊 MOMENTUM ANALYSIS - SKY
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Current ROC 30: -1.4%
Historical ROC Mean: +4.9%
Current Z-Score: -0.12
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 5: ZEC-USD (Z-Score: -0.12)
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📊 MOMENTUM ANALYSIS - ZEC
==================================================
Current ROC 30: +1.4%
Historical ROC Mean: +5.0%
Current Z-Score: -0.12
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------

🔴 BOTTOM 5 CRYPTO MOMENTUM LAGGARDS:
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Chart 1: THETA-USD (Z-Score: -0.71)
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📊 MOMENTUM ANALYSIS - THETA
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Current ROC 30: -25.0%
Historical ROC Mean: +11.8%
Current Z-Score: -0.71
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 2: LINK-USD (Z-Score: -0.72)
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📊 MOMENTUM ANALYSIS - LINK
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Current ROC 30: -16.2%
Historical ROC Mean: +7.6%
Current Z-Score: -0.72
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 3: XMR-USD (Z-Score: -0.73)
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📊 MOMENTUM ANALYSIS - XMR
==================================================
Current ROC 30: -10.7%
Historical ROC Mean: +5.1%
Current Z-Score: -0.73
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 4: VET-USD (Z-Score: -0.79)
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📊 MOMENTUM ANALYSIS - VET
==================================================
Current ROC 30: -24.1%
Historical ROC Mean: +8.6%
Current Z-Score: -0.79
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 5: GT-USD (Z-Score: -1.11)
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📊 MOMENTUM ANALYSIS - GT
==================================================
Current ROC 30: -27.6%
Historical ROC Mean: +9.8%
Current Z-Score: -1.11
Momentum Status: 🔴 LOW
💡 Analysis: Normal momentum range
--------------------------------------------------

🟢 TOP 5 FUTURES MOMENTUM LEADERS:
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Chart 1: PL=F (Z-Score: +3.69)
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📊 MOMENTUM ANALYSIS - PL=F
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Current ROC 30: +31.2%
Historical ROC Mean: +0.6%
Current Z-Score: +3.69
Momentum Status: 🔥 EXTREME HIGH
💡 Analysis: Strong upward momentum, 3.7 standard deviations above normal
--------------------------------------------------
Chart 2: HO=F (Z-Score: +2.16)
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📊 MOMENTUM ANALYSIS - HO=F
==================================================
Current ROC 30: +30.7%
Historical ROC Mean: +1.5%
Current Z-Score: +2.16
Momentum Status: 🔥 EXTREME HIGH
💡 Analysis: Strong upward momentum, 2.2 standard deviations above normal
--------------------------------------------------
Chart 3: BZ=F (Z-Score: +1.71)
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📊 MOMENTUM ANALYSIS - BZ=F
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Current ROC 30: +24.9%
Historical ROC Mean: +1.5%
Current Z-Score: +1.71
Momentum Status: 📈 VERY HIGH
💡 Analysis: Strong upward momentum, 1.7 standard deviations above normal
--------------------------------------------------
Chart 4: CL=F (Z-Score: +1.43)
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📊 MOMENTUM ANALYSIS - CL=F
==================================================
Current ROC 30: +29.2%
Historical ROC Mean: +1.7%
Current Z-Score: +1.43
Momentum Status: 🟢 HIGH
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 5: HE=F (Z-Score: +1.38)
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📊 MOMENTUM ANALYSIS - HE=F
==================================================
Current ROC 30: +22.5%
Historical ROC Mean: +1.4%
Current Z-Score: +1.38
Momentum Status: 🟢 HIGH
💡 Analysis: Normal momentum range
--------------------------------------------------

🔴 BOTTOM 5 FUTURES MOMENTUM LAGGARDS:
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Chart 1: SB=F (Z-Score: -0.74)
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📊 MOMENTUM ANALYSIS - SB=F
==================================================
Current ROC 30: -6.3%
Historical ROC Mean: +0.8%
Current Z-Score: -0.74
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 2: CT=F (Z-Score: -0.89)
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📊 MOMENTUM ANALYSIS - CT=F
==================================================
Current ROC 30: -7.9%
Historical ROC Mean: +0.3%
Current Z-Score: -0.89
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 3: DX=F (Z-Score: -0.89)
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📊 MOMENTUM ANALYSIS - DX=F
==================================================
Current ROC 30: -2.0%
Historical ROC Mean: +0.1%
Current Z-Score: -0.89
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 4: OJ=F (Z-Score: -1.56)
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📊 MOMENTUM ANALYSIS - OJ=F
==================================================
Current ROC 30: -16.0%
Historical ROC Mean: +1.7%
Current Z-Score: -1.56
Momentum Status: 📉 VERY LOW
💡 Analysis: Strong downward momentum, 1.6 standard deviations below normal
--------------------------------------------------
Chart 5: KC=F (Z-Score: -2.03)
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📊 MOMENTUM ANALYSIS - KC=F
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Current ROC 30: -20.3%
Historical ROC Mean: +2.2%
Current Z-Score: -2.03
Momentum Status: ❄️ EXTREME LOW
💡 Analysis: Strong downward momentum, 2.0 standard deviations below normal
--------------------------------------------------

🟢 TOP 5 STOCK MOMENTUM LEADERS:
------------------------------------------------------------
Chart 1: ORCL (Z-Score: +4.26)
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📊 MOMENTUM ANALYSIS - ORCL
==================================================
Current ROC 30: +42.8%
Historical ROC Mean: +2.6%
Current Z-Score: +4.26
Momentum Status: 🔥 EXTREME HIGH
💡 Analysis: Strong upward momentum, 4.3 standard deviations above normal
--------------------------------------------------
Chart 2: TXN (Z-Score: +2.60)
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📊 MOMENTUM ANALYSIS - TXN
==================================================
Current ROC 30: +23.1%
Historical ROC Mean: +1.9%
Current Z-Score: +2.60
Momentum Status: 🔥 EXTREME HIGH
💡 Analysis: Strong upward momentum, 2.6 standard deviations above normal
--------------------------------------------------
Chart 3: DIS (Z-Score: +2.49)
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📊 MOMENTUM ANALYSIS - DIS
==================================================
Current ROC 30: +27.9%
Historical ROC Mean: +0.8%
Current Z-Score: +2.49
Momentum Status: 🔥 EXTREME HIGH
💡 Analysis: Strong upward momentum, 2.5 standard deviations above normal
--------------------------------------------------
Chart 4: AVGO (Z-Score: +1.71)
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📊 MOMENTUM ANALYSIS - AVGO
==================================================
Current ROC 30: +25.6%
Historical ROC Mean: +4.6%
Current Z-Score: +1.71
Momentum Status: 📈 VERY HIGH
💡 Analysis: Strong upward momentum, 1.7 standard deviations above normal
--------------------------------------------------
Chart 5: IBM (Z-Score: +1.52)
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📊 MOMENTUM ANALYSIS - IBM
==================================================
Current ROC 30: +14.4%
Historical ROC Mean: +1.8%
Current Z-Score: +1.52
Momentum Status: 📈 VERY HIGH
💡 Analysis: Strong upward momentum, 1.5 standard deviations above normal
--------------------------------------------------

🔴 BOTTOM 5 STOCK MOMENTUM LAGGARDS:
------------------------------------------------------------
Chart 1: MA (Z-Score: -0.84)
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📊 MOMENTUM ANALYSIS - MA
==================================================
Current ROC 30: -3.6%
Historical ROC Mean: +2.7%
Current Z-Score: -0.84
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 2: COST (Z-Score: -0.89)
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📊 MOMENTUM ANALYSIS - COST
==================================================
Current ROC 30: -3.5%
Historical ROC Mean: +3.2%
Current Z-Score: -0.89
Momentum Status: ➡️ NORMAL
💡 Analysis: Normal momentum range
--------------------------------------------------
Chart 3: VZ (Z-Score: -1.06)
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📊 MOMENTUM ANALYSIS - VZ
==================================================
Current ROC 30: -5.6%
Historical ROC Mean: +0.7%
Current Z-Score: -1.06
Momentum Status: 🔴 LOW
💡 Analysis: Normal momentum range
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Chart 4: BRK-B (Z-Score: -1.17)
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📊 MOMENTUM ANALYSIS - BRK-B
==================================================
Current ROC 30: -5.3%
Historical ROC Mean: +1.8%
Current Z-Score: -1.17
Momentum Status: 🔴 LOW
💡 Analysis: Normal momentum range
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Chart 5: UNH (Z-Score: -2.58)
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📊 MOMENTUM ANALYSIS - UNH
==================================================
Current ROC 30: -21.6%
Historical ROC Mean: +1.4%
Current Z-Score: -2.58
Momentum Status: ❄️ EXTREME LOW
💡 Analysis: Strong downward momentum, 2.6 standard deviations below normal
--------------------------------------------------

================================================================================
📊 OVERALL MOMENTUM SUMMARY
================================================================================
Total instruments analyzed: 117
ROC period: 30 days
Z-score calculation window: 2000 days
Average Z-score across all assets: 0.08

Extreme momentum instruments:
  🔥 Extreme High (Z ≥ 2.0): 5
  ❄️ Extreme Low (Z ≤ -2.0): 2

📊 Charts displayed: 30 (top & bottom 5 per asset class)
📅 Chart period: 5 years or maximum available data per instrument
📈 Z-Score display: Line chart with color-coded fill areas
================================================================================

🎉 ROC Z-Score analysis completed!
Results stored in 'momentum_results' variable